Exercise 3
Emma Muhr
2023-03-26
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## cross
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## as.dendrogramlibrary(clValid) # For selecting cluster method and number of clusters## Loading required package: clusterlibrary(factoextra) # for cluster fitting and visualization## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBalibrary(uwot) # For UMAP dimensionality reduction ## Loading required package: Matrix
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## expand, pack, unpacklibrary(patchwork) # For arranging multiple plots
set.seed(888) # To ensure consistent results from non-deterministic procedures
rm(list = ls()) # Removes all variablesbegin question 3
compas.df = read_csv("https://raw.githubusercontent.com/propublica/compas-analysis/master/compas-scores.csv")
# select columns
compas.df <- compas.df %>% select(id, age, days_b_screening_arrest,
juv_fel_count, , juv_misd_count, juv_other_count, priors_count)
colnames(compas.df)## [1] "id" "age"
## [3] "days_b_screening_arrest" "juv_fel_count"
## [5] "juv_misd_count" "juv_other_count"
## [7] "priors_count"compas.df %>% skimr::skim() # Check the skim results to identify missing data| Name | Piped data |
| Number of rows | 11757 |
| Number of columns | 7 |
| _______________________ | |
| Column type frequency: | |
| numeric | 7 |
| ________________________ | |
| Group variables | None |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| id | 0 | 1.0 | 5879.00 | 3394.10 | 1 | 2940 | 5879 | 8818 | 11757 | ▇▇▇▇▇ |
| age | 0 | 1.0 | 35.14 | 12.02 | 18 | 25 | 32 | 43 | 96 | ▇▅▂▁▁ |
| days_b_screening_arrest | 1180 | 0.9 | -0.88 | 72.89 | -597 | -1 | -1 | -1 | 1057 | ▁▇▁▁▁ |
| juv_fel_count | 0 | 1.0 | 0.06 | 0.45 | 0 | 0 | 0 | 0 | 20 | ▇▁▁▁▁ |
| juv_misd_count | 0 | 1.0 | 0.08 | 0.45 | 0 | 0 | 0 | 0 | 13 | ▇▁▁▁▁ |
| juv_other_count | 0 | 1.0 | 0.09 | 0.47 | 0 | 0 | 0 | 0 | 17 | ▇▁▁▁▁ |
| priors_count | 0 | 1.0 | 3.08 | 4.69 | 0 | 0 | 1 | 4 | 43 | ▇▁▁▁▁ |
#scaling
scaled_compas.df = compas.df %>%
drop_na() %>%
scale() %>% as.data.frame()
# omit na values in rows
na.omit(scaled_compas.df)## id age days_b_screening_arrest juv_fel_count
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## 1747 -1.160273e+00 0.845411722 -0.00167326 -0.1429517
## 1748 -1.159978e+00 -0.329048382 -0.00167326 -0.1429517
## 1749 -1.159684e+00 -1.000168442 -0.35837858 -0.1429517
## 1750 -1.159390e+00 -0.748498419 -0.00167326 -0.1429517
## 1751 -1.159096e+00 1.516531782 -0.00167326 -0.1429517
## 1752 -1.158802e+00 0.761521715 -0.00167326 -0.1429517
## 1753 -1.158214e+00 -0.748498419 -0.00167326 -0.1429517
## 1754 -1.157919e+00 1.600421789 -0.00167326 -0.1429517
## 1755 -1.157625e+00 0.258181670 -0.00167326 -0.1429517
## 1756 -1.157331e+00 -0.580718405 -0.00167326 -0.1429517
## 1757 -1.157037e+00 3.194331930 -0.00167326 -0.1429517
## 1758 -1.156743e+00 0.761521715 -0.07027044 -0.1429517
## 1759 -1.156449e+00 -1.167948457 -0.00167326 -0.1429517
## 1760 -1.156155e+00 0.006511648 -0.00167326 -0.1429517
## 1761 -1.155861e+00 -0.580718405 0.01204618 -0.1429517
## 1762 -1.155566e+00 -0.580718405 -0.00167326 -0.1429517
## 1763 -1.155272e+00 -0.916278434 -0.00167326 -0.1429517
## 1764 -1.154978e+00 1.852091811 -4.68000068 -0.1429517
## 1765 -1.154684e+00 -0.580718405 0.01204618 -0.1429517
## 1766 -1.154390e+00 1.768201804 -0.00167326 -0.1429517
## 1767 -1.154096e+00 -0.245158375 -0.00167326 -0.1429517
## 1768 -1.153802e+00 1.516531782 0.01204618 -0.1429517
## 1769 -1.153508e+00 1.013191737 -0.00167326 -0.1429517
## 1770 -1.153213e+00 1.264861759 -1.49709170 -0.1429517
## 1771 -1.152919e+00 -1.251838464 -0.31722027 -0.1429517
## 1772 -1.152625e+00 -1.167948457 -0.07027044 -0.1429517
## 1773 -1.152331e+00 -0.412938390 -0.00167326 -0.1429517
## 1774 -1.152037e+00 0.174291662 -0.00167326 -0.1429517
## 1775 -1.151743e+00 2.103761834 -0.23490366 -0.1429517
## 1776 -1.151449e+00 -0.748498419 -0.00167326 -0.1429517
## 1777 -1.151155e+00 -0.412938390 -0.00167326 -0.1429517
## 1778 -1.150860e+00 -1.335728472 -0.00167326 -0.1429517
## 1779 -1.150566e+00 -1.000168442 -0.00167326 -0.1429517
## 1780 -1.149978e+00 -0.748498419 -0.00167326 -0.1429517
## 1781 -1.149390e+00 3.110441923 -0.00167326 -0.1429517
## 1782 -1.149096e+00 -1.251838464 -0.00167326 -0.1429517
## 1783 -1.148801e+00 -0.748498419 -0.00167326 -0.1429517
## 1784 -1.148507e+00 -1.167948457 -0.00167326 -0.1429517
## 1785 -1.148213e+00 0.342071677 -0.00167326 -0.1429517
## 1786 -1.147919e+00 -0.412938390 -0.00167326 -0.1429517
## 1787 -1.147331e+00 0.174291662 -0.00167326 -0.1429517
## 1788 -1.147037e+00 0.761521715 -0.00167326 -0.1429517
## 1789 -1.146743e+00 0.845411722 -0.00167326 -0.1429517
## 1790 -1.146448e+00 2.858771901 -0.00167326 -0.1429517
## 1791 -1.146154e+00 -0.412938390 -0.00167326 -0.1429517
## 1792 -1.145860e+00 0.258181670 0.01204618 -0.1429517
## 1793 -1.145566e+00 -1.000168442 -0.00167326 -0.1429517
## 1794 -1.145272e+00 1.097081744 -0.00167326 -0.1429517
## 1795 -1.144684e+00 -0.245158375 0.01204618 -0.1429517
## 1796 -1.144390e+00 0.174291662 -1.89495532 -0.1429517
## 1797 -1.143801e+00 0.929301729 -0.00167326 -0.1429517
## 1798 -1.143507e+00 0.593741700 -0.00167326 -0.1429517
## 1799 -1.143213e+00 -1.251838464 0.45106810 -0.1429517
## 1800 -1.142919e+00 2.523211871 -1.14038639 -0.1429517
## 1801 -1.142625e+00 -0.077378360 -0.00167326 -0.1429517
## 1802 -1.142331e+00 1.600421789 -0.00167326 -0.1429517
## 1803 -1.142037e+00 -0.580718405 -0.00167326 -0.1429517
## 1804 -1.141742e+00 0.761521715 -0.00167326 -0.1429517
## 1805 -1.141448e+00 1.013191737 -0.00167326 -0.1429517
## 1806 -1.141154e+00 0.342071677 -0.66020615 -0.1429517
## 1807 -1.140860e+00 -0.329048382 -0.00167326 -0.1429517
## 1808 -1.140566e+00 -0.748498419 -0.02911213 -0.1429517
## 1809 -1.140272e+00 -0.496828397 -0.00167326 -0.1429517
## 1810 -1.139978e+00 1.348751767 -0.00167326 -0.1429517
## 1811 -1.139684e+00 -0.664608412 -0.00167326 -0.1429517
## 1812 -1.139389e+00 0.509851692 -0.52301180 -0.1429517
## 1813 -1.139095e+00 3.194331930 -0.86599768 -0.1429517
## 1814 -1.138801e+00 0.761521715 0.01204618 -0.1429517
## 1815 -1.138507e+00 -0.916278434 -0.00167326 -0.1429517
## 1816 -1.138213e+00 -0.916278434 -0.00167326 -0.1429517
## 1817 -1.137919e+00 1.180971752 -0.31722027 -0.1429517
## 1818 -1.137330e+00 -0.748498419 -0.00167326 -0.1429517
## 1819 -1.136742e+00 -1.084058449 -0.00167326 -0.1429517
## 1820 -1.136448e+00 1.852091811 -0.00167326 -0.1429517
## 1821 -1.136154e+00 2.523211871 -4.51536745 -0.1429517
## 1822 -1.135860e+00 -0.245158375 -0.00167326 -0.1429517
## 1823 -1.135566e+00 -0.664608412 -0.00167326 -0.1429517
## 1824 -1.135272e+00 0.090401655 -0.00167326 -0.1429517
## 1825 -1.134683e+00 -1.000168442 0.01204618 -0.1429517
## 1826 -1.134389e+00 -0.412938390 -0.00167326 -0.1429517
## 1827 -1.134095e+00 1.852091811 -0.92087542 -0.1429517
## 1828 -1.133801e+00 -0.832388427 -0.00167326 -0.1429517
## 1829 -1.133507e+00 -0.077378360 -0.00167326 -0.1429517
## 1830 -1.132919e+00 -1.251838464 -0.75624220 4.1586131
## 1831 -1.132624e+00 -0.580718405 0.01204618 -0.1429517
## 1832 -1.132330e+00 0.845411722 -0.00167326 -0.1429517
## 1833 -1.131742e+00 -1.084058449 -0.00167326 2.0078307
## 1834 -1.131448e+00 1.348751767 0.01204618 -0.1429517
## 1835 -1.130860e+00 -0.664608412 -0.00167326 -0.1429517
## 1836 -1.130566e+00 -0.245158375 -0.00167326 -0.1429517
## 1837 -1.129977e+00 0.677631707 -0.00167326 -0.1429517
## 1838 -1.129683e+00 -0.832388427 -0.00167326 -0.1429517
## 1839 -1.129095e+00 -1.084058449 -0.00167326 -0.1429517
## 1840 -1.128507e+00 0.174291662 -0.00167326 -0.1429517
## 1841 -1.128212e+00 -0.748498419 -0.00167326 -0.1429517
## 1842 -1.127918e+00 -0.245158375 1.16447874 2.0078307
## 1843 -1.127624e+00 -0.748498419 -0.00167326 -0.1429517
## 1844 -1.127330e+00 -0.245158375 0.01204618 -0.1429517
## 1845 -1.127036e+00 -1.167948457 -0.00167326 -0.1429517
## 1846 -1.126742e+00 0.342071677 -0.27606196 -0.1429517
## 1847 -1.126154e+00 1.935981819 -0.00167326 -0.1429517
## 1848 -1.125859e+00 1.348751767 -0.26234253 -0.1429517
## 1849 -1.125565e+00 -0.161268367 -0.00167326 -0.1429517
## 1850 -1.125271e+00 -1.084058449 -0.28978140 -0.1429517
## 1851 -1.124683e+00 -0.748498419 -1.42849453 -0.1429517
## 1852 -1.124389e+00 -1.167948457 -0.00167326 4.1586131
## 1853 -1.123801e+00 -0.748498419 0.01204618 -0.1429517
## 1854 -1.123506e+00 -0.329048382 0.01204618 -0.1429517
## 1855 -1.123212e+00 0.677631707 -0.12514818 -0.1429517
## 1856 -1.122918e+00 -1.000168442 -0.00167326 -0.1429517
## 1857 -1.122624e+00 -0.832388427 -0.00167326 -0.1429517
## 1858 -1.122330e+00 -1.084058449 -0.00167326 -0.1429517
## 1859 -1.122036e+00 -0.412938390 -0.00167326 -0.1429517
## 1860 -1.121742e+00 -0.832388427 -0.00167326 -0.1429517
## 1861 -1.121448e+00 -1.251838464 -0.00167326 -0.1429517
## 1862 -1.121153e+00 0.342071677 -0.00167326 -0.1429517
## 1863 -1.120859e+00 -0.329048382 9.83516181 -0.1429517
## 1864 -1.120565e+00 -0.161268367 -0.00167326 -0.1429517
## 1865 -1.120271e+00 2.019871826 -0.00167326 -0.1429517
## 1866 -1.119977e+00 -1.167948457 -0.09770931 -0.1429517
## 1867 -1.119683e+00 1.516531782 -0.00167326 -0.1429517
## 1868 -1.119389e+00 -0.077378360 -0.00167326 -0.1429517
## 1869 -1.119094e+00 0.090401655 -0.33093971 -0.1429517
## 1870 -1.118506e+00 -1.084058449 -0.00167326 -0.1429517
## 1871 -1.118212e+00 -1.000168442 -0.00167326 -0.1429517
## 1872 -1.117918e+00 -0.245158375 0.01204618 -0.1429517
## 1873 -1.117624e+00 -0.245158375 -0.00167326 -0.1429517
## 1874 -1.117330e+00 2.607101878 -0.61904785 -0.1429517
## 1875 -1.117036e+00 0.090401655 -0.00167326 -0.1429517
## 1876 -1.116741e+00 2.607101878 -0.00167326 -0.1429517
## 1877 -1.116447e+00 -0.916278434 -0.00167326 -0.1429517
## 1878 -1.116153e+00 -0.412938390 -0.00167326 -0.1429517
## 1879 -1.115859e+00 -0.580718405 -0.00167326 -0.1429517
## 1880 -1.115565e+00 0.677631707 0.01204618 -0.1429517
## 1881 -1.115271e+00 0.006511648 -0.00167326 -0.1429517
## 1882 -1.114977e+00 -0.832388427 0.01204618 -0.1429517
## 1883 -1.114683e+00 -1.167948457 0.01204618 -0.1429517
## 1884 -1.114094e+00 -1.335728472 -0.27606196 6.3093955
## 1885 -1.113800e+00 -0.245158375 -0.00167326 -0.1429517
## 1886 -1.113212e+00 1.097081744 -0.01539270 -0.1429517
## 1887 -1.112918e+00 -1.084058449 -0.00167326 -0.1429517
## 1888 -1.112330e+00 -0.496828397 0.01204618 -0.1429517
## 1889 -1.112035e+00 -1.000168442 -0.00167326 -0.1429517
## 1890 -1.111741e+00 2.271541849 -0.48185349 -0.1429517
## 1891 -1.111447e+00 0.174291662 -0.00167326 -0.1429517
## 1892 -1.111153e+00 -0.161268367 -0.01539270 -0.1429517
## 1893 -1.110859e+00 0.006511648 0.01204618 -0.1429517
## 1894 -1.110565e+00 1.516531782 0.01204618 -0.1429517
## 1895 -1.110271e+00 2.019871826 -0.33093971 -0.1429517
## 1896 -1.109976e+00 -0.077378360 -0.00167326 -0.1429517
## 1897 -1.109682e+00 1.097081744 -0.00167326 -0.1429517
## 1898 -1.109388e+00 -0.161268367 -0.12514818 -0.1429517
## 1899 -1.109094e+00 0.761521715 0.01204618 -0.1429517
## 1900 -1.108800e+00 -0.329048382 -0.23490366 -0.1429517
## 1901 -1.108212e+00 -0.580718405 -0.00167326 -0.1429517
## 1902 -1.107918e+00 1.768201804 -2.00471081 -0.1429517
## 1903 -1.107623e+00 1.348751767 -0.23490366 -0.1429517
## 1904 -1.107329e+00 1.013191737 -0.00167326 -0.1429517
## 1905 -1.107035e+00 -1.000168442 0.01204618 -0.1429517
## 1906 -1.106741e+00 -1.167948457 0.01204618 -0.1429517
## 1907 -1.106447e+00 -0.748498419 0.01204618 -0.1429517
## 1908 -1.106153e+00 -1.084058449 0.01204618 -0.1429517
## 1909 -1.105859e+00 -0.496828397 -0.00167326 -0.1429517
## 1910 -1.105565e+00 1.852091811 0.01204618 -0.1429517
## 1911 -1.105270e+00 -1.251838464 -0.00167326 -0.1429517
## 1912 -1.104976e+00 -0.664608412 -0.00167326 -0.1429517
## 1913 -1.104682e+00 0.761521715 -0.00167326 -0.1429517
## 1914 -1.104388e+00 0.509851692 -0.00167326 -0.1429517
## 1915 -1.104094e+00 1.852091811 -3.34921546 -0.1429517
## 1916 -1.103800e+00 2.523211871 -0.00167326 -0.1429517
## 1917 -1.103506e+00 -0.664608412 -0.00167326 -0.1429517
## 1918 -1.102917e+00 -0.580718405 0.01204618 -0.1429517
## 1919 -1.102623e+00 0.258181670 -0.00167326 -0.1429517
## 1920 -1.102329e+00 -0.664608412 -0.00167326 -0.1429517
## 1921 -1.102035e+00 2.187651841 -0.00167326 -0.1429517
## 1922 -1.101741e+00 -0.329048382 -0.00167326 -0.1429517
## 1923 -1.101447e+00 -1.000168442 -1.42849453 -0.1429517
## 1924 -1.101153e+00 -0.161268367 -3.32177659 -0.1429517
## 1925 -1.100858e+00 -0.748498419 -0.27606196 -0.1429517
## 1926 -1.100564e+00 -1.251838464 -0.00167326 -0.1429517
## 1927 -1.100270e+00 1.684311796 -0.00167326 -0.1429517
## 1928 -1.099976e+00 0.090401655 0.01204618 -0.1429517
## 1929 -1.099682e+00 1.097081744 -0.00167326 -0.1429517
## 1930 -1.099388e+00 -1.084058449 -0.00167326 -0.1429517
## 1931 -1.099094e+00 -1.000168442 -0.00167326 2.0078307
## 1932 -1.098505e+00 -0.580718405 -0.00167326 -0.1429517
## 1933 -1.098211e+00 -1.084058449 -0.00167326 -0.1429517
## 1934 -1.097917e+00 -0.077378360 -0.00167326 -0.1429517
## 1935 -1.097623e+00 1.097081744 -0.00167326 -0.1429517
## 1936 -1.097329e+00 2.019871826 -0.27606196 -0.1429517
## 1937 -1.097035e+00 0.174291662 -0.04283157 -0.1429517
## 1938 -1.096741e+00 -1.251838464 -0.00167326 -0.1429517
## 1939 -1.096447e+00 -0.580718405 -0.00167326 -0.1429517
## 1940 -1.095858e+00 -1.167948457 3.94952409 4.1586131
## 1941 -1.095564e+00 -1.251838464 -0.63276728 2.0078307
## 1942 -1.095270e+00 -0.329048382 -0.00167326 -0.1429517
## 1943 -1.094976e+00 0.258181670 -0.00167326 -0.1429517
## 1944 -1.094682e+00 -0.161268367 -0.04283157 -0.1429517
## 1945 -1.094388e+00 -0.664608412 -0.00167326 -0.1429517
## 1946 -1.094094e+00 -0.832388427 0.01204618 -0.1429517
## 1947 -1.093799e+00 0.593741700 -0.00167326 -0.1429517
## 1948 -1.093505e+00 -1.084058449 -0.00167326 -0.1429517
## 1949 -1.093211e+00 -1.167948457 -0.00167326 -0.1429517
## 1950 -1.092917e+00 1.852091811 -0.42697575 -0.1429517
## 1951 -1.092623e+00 0.845411722 0.01204618 -0.1429517
## 1952 -1.092329e+00 -1.167948457 -0.13886761 -0.1429517
## 1953 -1.091741e+00 1.432641774 -0.00167326 -0.1429517
## 1954 -1.091446e+00 -0.077378360 0.01204618 -0.1429517
## 1955 -1.091152e+00 -0.496828397 -0.00167326 -0.1429517
## 1956 -1.090858e+00 0.174291662 0.01204618 -0.1429517
## 1957 -1.090564e+00 -0.077378360 -0.00167326 -0.1429517
## 1958 -1.089976e+00 1.516531782 0.01204618 -0.1429517
## 1959 -1.089682e+00 -0.412938390 -0.00167326 -0.1429517
## 1960 -1.089093e+00 0.006511648 -0.08398987 -0.1429517
## 1961 -1.088799e+00 -0.580718405 -0.00167326 -0.1429517
## 1962 -1.088505e+00 -1.167948457 -0.00167326 -0.1429517
## 1963 -1.088211e+00 -1.084058449 0.19039883 -0.1429517
## 1964 -1.087917e+00 0.509851692 -0.00167326 -0.1429517
## 1965 -1.087623e+00 1.013191737 -0.01539270 -0.1429517
## 1966 -1.087329e+00 0.677631707 -0.00167326 -0.1429517
## 1967 -1.087034e+00 -1.000168442 -0.49557293 -0.1429517
## 1968 -1.086740e+00 0.593741700 -0.00167326 -0.1429517
## 1969 -1.086152e+00 -0.748498419 0.01204618 -0.1429517
## 1970 -1.085858e+00 1.600421789 0.01204618 -0.1429517
## 1971 -1.085564e+00 0.342071677 -0.00167326 -0.1429517
## 1972 -1.085270e+00 -0.412938390 0.01204618 4.1586131
## 1973 -1.084976e+00 -0.748498419 -0.00167326 -0.1429517
## 1974 -1.084681e+00 0.509851692 0.01204618 -0.1429517
## 1975 -1.084387e+00 -1.000168442 0.01204618 2.0078307
## 1976 -1.084093e+00 0.342071677 -0.00167326 -0.1429517
## 1977 -1.083799e+00 0.677631707 -0.00167326 -0.1429517
## 1978 -1.083505e+00 0.593741700 -0.00167326 -0.1429517
## 1979 -1.083211e+00 -1.084058449 -0.00167326 -0.1429517
## 1980 -1.082917e+00 -1.000168442 -0.00167326 -0.1429517
## 1981 -1.082034e+00 -0.916278434 -0.00167326 -0.1429517
## 1982 -1.081740e+00 -0.664608412 -0.00167326 -0.1429517
## 1983 -1.081446e+00 0.593741700 -0.00167326 -0.1429517
## 1984 -1.081152e+00 -0.832388427 0.01204618 -0.1429517
## 1985 -1.080858e+00 1.180971752 0.01204618 -0.1429517
## 1986 -1.080564e+00 -0.748498419 -0.57788954 2.0078307
## 1987 -1.080269e+00 1.432641774 -0.00167326 -0.1429517
## 1988 -1.079975e+00 -0.664608412 -0.07027044 -0.1429517
## 1989 -1.079387e+00 2.103761834 -0.00167326 -0.1429517
## 1990 -1.079093e+00 0.761521715 -0.00167326 -0.1429517
## 1991 -1.078799e+00 -0.412938390 -0.00167326 -0.1429517
## 1992 -1.078505e+00 -1.167948457 -0.00167326 -0.1429517
## 1993 -1.078211e+00 -1.000168442 -0.00167326 -0.1429517
## 1994 -1.077916e+00 -0.412938390 -0.00167326 -0.1429517
## 1995 -1.077622e+00 1.097081744 0.01204618 -0.1429517
## 1996 -1.077328e+00 -0.245158375 0.01204618 -0.1429517
## 1997 -1.077034e+00 -0.580718405 -0.00167326 -0.1429517
## 1998 -1.076740e+00 -0.748498419 -1.22270300 -0.1429517
## 1999 -1.076446e+00 -0.916278434 -0.00167326 -0.1429517
## 2000 -1.076152e+00 -0.748498419 1.48002575 -0.1429517
## 2001 -1.075858e+00 -0.664608412 -0.00167326 -0.1429517
## 2002 -1.075563e+00 -0.496828397 -0.00167326 -0.1429517
## 2003 -1.075269e+00 -1.084058449 0.28643488 -0.1429517
## 2004 -1.074975e+00 0.761521715 -0.00167326 -0.1429517
## 2005 -1.074681e+00 -0.245158375 -0.00167326 -0.1429517
## 2006 -1.074387e+00 -0.664608412 -0.00167326 -0.1429517
## 2007 -1.074093e+00 -0.245158375 -0.00167326 -0.1429517
## 2008 -1.073799e+00 1.432641774 0.01204618 -0.1429517
## 2009 -1.073505e+00 2.187651841 0.01204618 -0.1429517
## 2010 -1.073210e+00 2.858771901 0.01204618 -0.1429517
## 2011 -1.072916e+00 1.348751767 -0.00167326 -0.1429517
## 2012 -1.072622e+00 -1.167948457 -0.00167326 -0.1429517
## 2013 -1.072034e+00 -0.329048382 -0.00167326 2.0078307
## 2014 -1.071740e+00 -0.077378360 -0.00167326 -0.1429517
## 2015 -1.071446e+00 -1.335728472 -0.00167326 -0.1429517
## 2016 -1.071151e+00 -0.748498419 -0.00167326 -0.1429517
## 2017 -1.070857e+00 -0.916278434 0.01204618 -0.1429517
## 2018 -1.070563e+00 -0.916278434 0.01204618 -0.1429517
## 2019 -1.070269e+00 -1.084058449 0.01204618 -0.1429517
## 2020 -1.069975e+00 -0.916278434 -0.00167326 -0.1429517
## 2021 -1.069681e+00 1.852091811 -0.01539270 -0.1429517
## 2022 -1.069387e+00 -0.412938390 -0.00167326 -0.1429517
## 2023 -1.069093e+00 0.677631707 -0.00167326 -0.1429517
## 2024 -1.068798e+00 -0.916278434 -0.00167326 -0.1429517
## 2025 -1.068210e+00 -0.412938390 -0.23490366 -0.1429517
## 2026 -1.067916e+00 -0.832388427 -0.00167326 -0.1429517
## 2027 -1.067328e+00 -1.000168442 -0.00167326 -0.1429517
## 2028 -1.066740e+00 -0.329048382 -0.00167326 -0.1429517
## 2029 -1.066445e+00 1.768201804 -0.00167326 -0.1429517
## 2030 -1.066151e+00 -1.167948457 -0.09770931 -0.1429517
## 2031 -1.065857e+00 -0.329048382 -0.00167326 6.3093955
## 2032 -1.065563e+00 -1.000168442 -0.00167326 -0.1429517
## 2033 -1.065269e+00 -0.748498419 -0.00167326 -0.1429517
## 2034 -1.064975e+00 -0.412938390 -0.00167326 2.0078307
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## 2036 -1.064387e+00 0.593741700 -0.16630648 -0.1429517
## 2037 -1.064092e+00 -0.916278434 -0.00167326 -0.1429517
## 2038 -1.063798e+00 -0.664608412 7.33822459 -0.1429517
## 2039 -1.063504e+00 2.103761834 -0.02911213 -0.1429517
## 2040 -1.063210e+00 2.439321863 -0.00167326 -0.1429517
## 2041 -1.062916e+00 -0.580718405 0.01204618 -0.1429517
## 2042 -1.062622e+00 -1.167948457 -0.00167326 -0.1429517
## 2043 -1.062328e+00 0.090401655 0.24527657 -0.1429517
## 2044 -1.062033e+00 -0.916278434 -0.00167326 -0.1429517
## 2045 -1.061739e+00 1.264861759 -0.00167326 -0.1429517
## 2046 -1.061445e+00 -1.000168442 0.01204618 -0.1429517
## 2047 -1.061151e+00 -0.580718405 -0.00167326 -0.1429517
## 2048 -1.060857e+00 -0.496828397 -0.89343655 2.0078307
## 2049 -1.060563e+00 -0.329048382 -1.40105565 -0.1429517
## 2050 -1.060269e+00 0.593741700 0.01204618 -0.1429517
## 2051 -1.059975e+00 -0.748498419 -0.00167326 -0.1429517
## 2052 -1.059680e+00 -0.832388427 -0.02911213 -0.1429517
## 2053 -1.059092e+00 0.929301729 -0.01539270 -0.1429517
## 2054 -1.058798e+00 -0.580718405 1.43886744 -0.1429517
## 2055 -1.058210e+00 -1.335728472 -0.00167326 -0.1429517
## 2056 -1.057916e+00 1.600421789 -0.00167326 -0.1429517
## 2057 -1.057327e+00 0.174291662 -0.00167326 -0.1429517
## 2058 -1.057033e+00 -0.832388427 -0.00167326 -0.1429517
## 2059 -1.056739e+00 2.355431856 0.01204618 -0.1429517
## 2060 -1.056445e+00 0.006511648 -0.00167326 -0.1429517
## 2061 -1.056151e+00 -1.251838464 -0.94831429 19.2140900
## 2062 -1.055857e+00 -0.748498419 -0.00167326 -0.1429517
## 2063 -1.055269e+00 -0.832388427 -0.00167326 -0.1429517
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## 2066 -1.054386e+00 -0.664608412 -0.00167326 -0.1429517
## 2067 -1.054092e+00 0.174291662 -0.00167326 2.0078307
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## 2069 -1.053504e+00 -1.251838464 -0.00167326 -0.1429517
## 2070 -1.053210e+00 -0.245158375 -0.00167326 -0.1429517
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## 2077 -1.051151e+00 -1.167948457 -0.12514818 -0.1429517
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## 2091 -1.046445e+00 -0.245158375 -0.00167326 -0.1429517
## 2092 -1.046151e+00 1.768201804 -0.66020615 -0.1429517
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## 2104 -1.042621e+00 -0.245158375 -0.00167326 -0.1429517
## 2105 -1.042327e+00 1.013191737 -0.00167326 8.4601779
## 2106 -1.042033e+00 -0.916278434 0.01204618 -0.1429517
## 2107 -1.041739e+00 -0.832388427 -0.00167326 -0.1429517
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## 2113 -1.039974e+00 -0.580718405 0.01204618 -0.1429517
## 2114 -1.039680e+00 -1.251838464 -0.00167326 4.1586131
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## 2116 -1.039091e+00 2.019871826 -0.01539270 -0.1429517
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## 2161 -1.024091e+00 -0.077378360 -0.04283157 -0.1429517
## 2162 -1.023797e+00 -0.245158375 -0.00167326 4.1586131
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## 2176 -1.019679e+00 0.090401655 -0.86599768 4.1586131
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## 5540 7.948050e-02 1.013191737 1.34283139 -0.1429517
## 5541 8.006875e-02 1.684311796 -0.00167326 -0.1429517
## 5542 8.036288e-02 0.090401655 3.19495515 -0.1429517
## 5543 8.095114e-02 -0.161268367 -0.00167326 -0.1429517
## 5544 8.124527e-02 -1.084058449 -0.00167326 -0.1429517
## 5545 8.153940e-02 -0.664608412 0.01204618 -0.1429517
## 5546 8.183353e-02 -1.251838464 -0.00167326 -0.1429517
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## 5548 8.271591e-02 -0.748498419 -0.00167326 -0.1429517
## 5549 8.301004e-02 -0.496828397 -0.00167326 -0.1429517
## 5550 8.330417e-02 -0.245158375 0.01204618 -0.1429517
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## 5552 8.389243e-02 0.174291662 0.01204618 -0.1429517
## 5553 8.418656e-02 -1.251838464 -0.08398987 4.1586131
## 5554 8.448069e-02 -1.251838464 -0.00167326 -0.1429517
## 5555 8.477481e-02 -0.329048382 0.01204618 -0.1429517
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## 5558 8.565720e-02 0.090401655 -0.00167326 -0.1429517
## 5559 8.595133e-02 0.006511648 -4.22725931 -0.1429517
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## 5562 8.683372e-02 -1.251838464 -0.00167326 -0.1429517
## 5563 8.712784e-02 1.264861759 4.34738771 -0.1429517
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## 5569 8.889262e-02 2.942661908 -0.00167326 -0.1429517
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## 5571 8.948088e-02 -0.748498419 8.33974337 -0.1429517
## 5572 8.977500e-02 -1.000168442 -0.00167326 -0.1429517
## 5573 9.006913e-02 -1.000168442 -0.00167326 2.0078307
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## 5576 9.095152e-02 -1.000168442 4.59433755 -0.1429517
## 5577 9.124565e-02 0.090401655 1.45258688 2.0078307
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## 5585 9.389281e-02 -1.251838464 -0.00167326 -0.1429517
## 5586 9.418694e-02 -0.664608412 0.01204618 2.0078307
## 5587 9.448107e-02 0.845411722 -0.00167326 -0.1429517
## 5588 9.477519e-02 0.593741700 -0.15258705 -0.1429517
## 5589 9.506932e-02 1.516531782 -0.00167326 -0.1429517
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## 5591 9.565758e-02 -1.251838464 -0.00167326 2.0078307
## 5592 9.595171e-02 -1.335728472 -0.00167326 -0.1429517
## 5593 9.624584e-02 1.180971752 0.01204618 -0.1429517
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## 5604 9.977538e-02 -1.167948457 -0.00167326 2.0078307
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## 5610 1.015402e-01 -1.084058449 -0.00167326 -0.1429517
## 5611 1.018343e-01 0.593741700 0.01204618 -0.1429517
## 5612 1.027167e-01 -0.748498419 0.01204618 -0.1429517
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## 5615 1.035991e-01 1.600421789 -0.00167326 -0.1429517
## 5616 1.038932e-01 -0.916278434 0.01204618 -0.1429517
## 5617 1.041873e-01 -0.748498419 -0.00167326 -0.1429517
## 5618 1.044814e-01 0.761521715 -0.00167326 -0.1429517
## 5619 1.050697e-01 2.439321863 -0.00167326 -0.1429517
## 5620 1.053638e-01 0.258181670 -0.23490366 -0.1429517
## 5621 1.056580e-01 0.845411722 -0.00167326 -0.1429517
## 5622 1.059521e-01 1.180971752 -0.00167326 -0.1429517
## 5623 1.065403e-01 0.593741700 -0.00167326 -0.1429517
## 5624 1.071286e-01 -0.916278434 -0.00167326 -0.1429517
## 5625 1.074227e-01 -0.161268367 -0.00167326 -0.1429517
## 5626 1.077169e-01 0.425961685 -0.00167326 -0.1429517
## 5627 1.080110e-01 0.761521715 -0.00167326 -0.1429517
## 5628 1.083051e-01 1.348751767 -0.00167326 -0.1429517
## 5629 1.085992e-01 1.264861759 0.01204618 -0.1429517
## 5630 1.088934e-01 -0.161268367 -0.28978140 -0.1429517
## 5631 1.091875e-01 1.600421789 -0.00167326 -0.1429517
## 5632 1.094816e-01 0.845411722 0.01204618 -0.1429517
## 5633 1.097758e-01 -0.580718405 -0.00167326 -0.1429517
## 5634 1.100699e-01 -0.161268367 -1.05806977 -0.1429517
## 5635 1.103640e-01 0.509851692 -0.00167326 -0.1429517
## 5636 1.106582e-01 0.593741700 -0.00167326 -0.1429517
## 5637 1.109523e-01 -0.077378360 -0.00167326 -0.1429517
## 5638 1.112464e-01 0.258181670 -0.00167326 -0.1429517
## 5639 1.115405e-01 -1.167948457 -0.00167326 -0.1429517
## 5640 1.118347e-01 -0.161268367 0.01204618 -0.1429517
## 5641 1.121288e-01 -0.329048382 -0.00167326 -0.1429517
## 5642 1.124229e-01 0.090401655 -0.00167326 -0.1429517
## 5643 1.127171e-01 -0.580718405 -0.00167326 -0.1429517
## 5644 1.133053e-01 -0.245158375 -0.00167326 -0.1429517
## 5645 1.138936e-01 -0.329048382 0.01204618 -0.1429517
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## 5648 1.147760e-01 1.516531782 -0.00167326 -0.1429517
## 5649 1.150701e-01 0.425961685 0.01204618 -0.1429517
## 5650 1.153642e-01 1.097081744 -4.92695051 2.0078307
## 5651 1.156583e-01 -0.496828397 -0.00167326 -0.1429517
## 5652 1.159525e-01 1.684311796 -0.00167326 -0.1429517
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## 5656 1.171290e-01 1.432641774 -0.00167326 -0.1429517
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## 5658 1.180114e-01 -1.000168442 -0.09770931 -0.1429517
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## 5660 1.185996e-01 -0.580718405 -0.00167326 -0.1429517
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## 5662 1.191879e-01 -0.748498419 0.01204618 -0.1429517
## 5663 1.197761e-01 -0.412938390 0.01204618 -0.1429517
## 5664 1.203644e-01 -0.245158375 -0.00167326 -0.1429517
## 5665 1.206585e-01 -0.664608412 -0.00167326 -0.1429517
## 5666 1.209527e-01 -1.167948457 -0.00167326 -0.1429517
## 5667 1.212468e-01 2.271541849 -0.01539270 -0.1429517
## 5668 1.215409e-01 -1.167948457 -0.00167326 -0.1429517
## 5669 1.218350e-01 -0.077378360 -0.00167326 -0.1429517
## 5670 1.221292e-01 -0.916278434 -0.00167326 -0.1429517
## 5671 1.224233e-01 -0.245158375 -0.00167326 -0.1429517
## 5672 1.227174e-01 1.516531782 -0.00167326 -0.1429517
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## 5674 1.233057e-01 2.103761834 -0.00167326 -0.1429517
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## 5676 1.238939e-01 1.768201804 -0.37209801 -0.1429517
## 5677 1.241881e-01 0.761521715 -0.00167326 -0.1429517
## 5678 1.244822e-01 -0.664608412 -0.00167326 4.1586131
## 5679 1.247763e-01 -0.748498419 -0.00167326 -0.1429517
## 5680 1.250705e-01 -0.329048382 -0.00167326 -0.1429517
## 5681 1.253646e-01 -0.832388427 -0.00167326 -0.1429517
## 5682 1.256587e-01 1.768201804 -0.00167326 -0.1429517
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## 5701 1.318354e-01 -1.000168442 -0.00167326 -0.1429517
## 5702 1.321296e-01 0.342071677 -0.00167326 -0.1429517
## 5703 1.327178e-01 -0.496828397 -0.00167326 -0.1429517
## 5704 1.330119e-01 1.935981819 -0.00167326 -0.1429517
## 5705 1.333061e-01 -1.000168442 -0.00167326 -0.1429517
## 5706 1.336002e-01 -0.664608412 -0.00167326 -0.1429517
## 5707 1.338943e-01 -1.000168442 -0.00167326 -0.1429517
## 5708 1.344826e-01 2.774881893 -0.04283157 -0.1429517
## 5709 1.350708e-01 -0.748498419 0.01204618 -0.1429517
## 5710 1.353650e-01 -1.000168442 -0.00167326 -0.1429517
## 5711 1.356591e-01 1.348751767 -0.00167326 -0.1429517
## 5712 1.359532e-01 -0.245158375 -0.00167326 -0.1429517
## 5713 1.362474e-01 -0.580718405 -0.24862309 -0.1429517
## 5714 1.365415e-01 -0.832388427 -0.00167326 -0.1429517
## 5715 1.368356e-01 0.425961685 0.01204618 -0.1429517
## 5716 1.371297e-01 1.348751767 -0.13886761 -0.1429517
## 5717 1.374239e-01 -0.664608412 -0.00167326 -0.1429517
## 5718 1.377180e-01 1.180971752 -0.00167326 -0.1429517
## 5719 1.380121e-01 0.509851692 0.01204618 -0.1429517
## 5720 1.383063e-01 0.090401655 -0.00167326 -0.1429517
## 5721 1.388945e-01 1.432641774 0.01204618 -0.1429517
## 5722 1.391886e-01 -0.580718405 -1.03063090 -0.1429517
## 5723 1.394828e-01 -1.251838464 -0.04283157 -0.1429517
## 5724 1.400710e-01 -1.167948457 0.01204618 -0.1429517
## 5725 1.403652e-01 -0.748498419 0.01204618 -0.1429517
## 5726 1.406593e-01 -0.329048382 0.01204618 -0.1429517
## 5727 1.409534e-01 2.439321863 -0.00167326 -0.1429517
## 5728 1.412475e-01 -1.084058449 -0.00167326 -0.1429517
## 5729 1.418358e-01 1.852091811 0.01204618 -0.1429517
## 5730 1.421299e-01 2.187651841 0.01204618 -0.1429517
## 5731 1.427182e-01 0.006511648 -0.30350084 -0.1429517
## 5732 1.430123e-01 1.600421789 1.10960099 -0.1429517
## 5733 1.433065e-01 -0.832388427 -0.00167326 -0.1429517
## 5734 1.436006e-01 1.600421789 -0.00167326 -0.1429517
## 5735 1.438947e-01 0.342071677 -0.00167326 -0.1429517
## 5736 1.441888e-01 -0.916278434 -0.00167326 -0.1429517
## 5737 1.444830e-01 -0.496828397 -0.00167326 -0.1429517
## 5738 1.447771e-01 -1.000168442 -0.00167326 -0.1429517
## 5739 1.450712e-01 1.264861759 -0.27606196 -0.1429517
## 5740 1.453654e-01 1.097081744 -0.00167326 -0.1429517
## 5741 1.459536e-01 -0.412938390 0.01204618 -0.1429517
## 5742 1.462477e-01 -0.748498419 -0.00167326 -0.1429517
## 5743 1.471301e-01 0.174291662 0.01204618 -0.1429517
## 5744 1.474243e-01 -0.748498419 0.01204618 -0.1429517
## 5745 1.477184e-01 -0.496828397 0.01204618 -0.1429517
## 5746 1.483066e-01 -0.748498419 -0.00167326 -0.1429517
## 5747 1.486008e-01 2.103761834 0.01204618 -0.1429517
## 5748 1.488949e-01 -0.664608412 -0.00167326 -0.1429517
## 5749 1.491890e-01 0.509851692 5.21171213 4.1586131
## 5750 1.494832e-01 -1.084058449 -0.00167326 -0.1429517
## 5751 1.497773e-01 -0.580718405 0.01204618 -0.1429517
## 5752 1.500714e-01 -0.161268367 0.01204618 -0.1429517
## 5753 1.503655e-01 -0.580718405 -0.00167326 -0.1429517
## 5754 1.506597e-01 1.684311796 -0.00167326 -0.1429517
## 5755 1.509538e-01 -1.167948457 -0.24862309 -0.1429517
## 5756 1.512479e-01 -0.412938390 -4.17238157 -0.1429517
## 5757 1.515421e-01 -0.580718405 -0.00167326 -0.1429517
## 5758 1.518362e-01 -1.084058449 -0.00167326 -0.1429517
## 5759 1.521303e-01 -0.916278434 -0.00167326 -0.1429517
## 5760 1.524244e-01 -0.496828397 -0.01539270 -0.1429517
## 5761 1.527186e-01 0.845411722 3.16751628 -0.1429517
## 5762 1.530127e-01 -0.916278434 0.01204618 -0.1429517
## 5763 1.533068e-01 1.264861759 -0.28978140 -0.1429517
## 5764 1.536010e-01 -0.916278434 -0.00167326 -0.1429517
## 5765 1.538951e-01 1.013191737 -0.00167326 -0.1429517
## 5766 1.544833e-01 1.600421789 0.01204618 -0.1429517
## 5767 1.547775e-01 0.425961685 -0.20746479 -0.1429517
## 5768 1.550716e-01 0.593741700 -0.00167326 -0.1429517
## 5769 1.553657e-01 0.006511648 -0.26234253 -0.1429517
## 5770 1.556599e-01 -0.412938390 -0.00167326 -0.1429517
## 5771 1.559540e-01 1.516531782 -0.00167326 -0.1429517
## 5772 1.562481e-01 -0.329048382 -0.00167326 -0.1429517
## 5773 1.565422e-01 -0.077378360 -0.00167326 -0.1429517
## 5774 1.568364e-01 -0.832388427 -0.00167326 -0.1429517
## 5775 1.577188e-01 0.006511648 0.01204618 -0.1429517
## 5776 1.583070e-01 -0.329048382 -0.00167326 -0.1429517
## 5777 1.591894e-01 -1.000168442 -0.00167326 -0.1429517
## 5778 1.594835e-01 1.013191737 -0.00167326 -0.1429517
## 5779 1.603659e-01 0.006511648 -0.00167326 -0.1429517
## 5780 1.606601e-01 -0.664608412 -0.00167326 -0.1429517
## 5781 1.609542e-01 -0.916278434 0.01204618 -0.1429517
## 5782 1.612483e-01 -0.580718405 -0.00167326 -0.1429517
## 5783 1.615424e-01 -0.916278434 -0.00167326 -0.1429517
## 5784 1.621307e-01 -1.084058449 -0.00167326 -0.1429517
## 5785 1.624248e-01 1.935981819 0.02576561 -0.1429517
## 5786 1.627190e-01 0.845411722 -0.28978140 -0.1429517
## 5787 1.630131e-01 -0.412938390 -0.00167326 -0.1429517
## 5788 1.633072e-01 -0.412938390 -0.00167326 -0.1429517
## 5789 1.638955e-01 0.677631707 -0.00167326 -0.1429517
## 5790 1.641896e-01 -1.251838464 0.01204618 -0.1429517
## 5791 1.644837e-01 1.264861759 0.01204618 -0.1429517
## 5792 1.647779e-01 -0.916278434 -0.00167326 -0.1429517
## 5793 1.650720e-01 0.593741700 -0.02911213 -0.1429517
## 5794 1.653661e-01 -0.496828397 -0.00167326 -0.1429517
## 5795 1.659544e-01 0.090401655 0.01204618 -0.1429517
## 5796 1.662485e-01 -0.329048382 0.01204618 -0.1429517
## 5797 1.668368e-01 -0.496828397 -1.03063090 -0.1429517
## 5798 1.671309e-01 -0.832388427 -0.00167326 -0.1429517
## 5799 1.677191e-01 0.090401655 0.01204618 -0.1429517
## 5800 1.680133e-01 -0.916278434 -0.00167326 -0.1429517
## 5801 1.683074e-01 -0.580718405 0.01204618 -0.1429517
## 5802 1.691898e-01 -0.329048382 -0.00167326 -0.1429517
## 5803 1.694839e-01 -1.000168442 -0.00167326 -0.1429517
## 5804 1.697780e-01 -0.496828397 -0.00167326 -0.1429517
## 5805 1.700722e-01 1.348751767 -0.00167326 -0.1429517
## 5806 1.703663e-01 -0.077378360 -0.00167326 -0.1429517
## 5807 1.706604e-01 -0.496828397 0.01204618 -0.1429517
## 5808 1.709546e-01 0.342071677 -0.00167326 -0.1429517
## 5809 1.712487e-01 0.342071677 -0.00167326 -0.1429517
## 5810 1.718369e-01 -1.251838464 0.01204618 -0.1429517
## 5811 1.721311e-01 -0.916278434 -0.35837858 -0.1429517
## 5812 1.724252e-01 0.006511648 0.01204618 -0.1429517
## 5813 1.727193e-01 0.090401655 0.01204618 -0.1429517
## 5814 1.730135e-01 2.019871826 -0.00167326 -0.1429517
## 5815 1.733076e-01 -1.335728472 0.01204618 -0.1429517
## 5816 1.736017e-01 -0.832388427 -0.00167326 -0.1429517
## 5817 1.738958e-01 -1.000168442 -0.00167326 -0.1429517
## 5818 1.741900e-01 -0.329048382 0.01204618 -0.1429517
## 5819 1.744841e-01 -0.077378360 -0.00167326 -0.1429517
## 5820 1.747782e-01 -0.580718405 -0.00167326 -0.1429517
## 5821 1.750724e-01 1.516531782 0.01204618 -0.1429517
## 5822 1.753665e-01 -0.077378360 0.01204618 -0.1429517
## 5823 1.756606e-01 2.355431856 0.01204618 -0.1429517
## 5824 1.759548e-01 -1.167948457 -0.00167326 -0.1429517
## 5825 1.762489e-01 -1.167948457 0.01204618 -0.1429517
## 5826 1.765430e-01 1.013191737 -0.00167326 -0.1429517
## 5827 1.768371e-01 -0.832388427 -0.00167326 -0.1429517
## 5828 1.771313e-01 -0.077378360 0.01204618 -0.1429517
## 5829 1.774254e-01 0.593741700 -0.00167326 -0.1429517
## 5830 1.780137e-01 -1.084058449 0.01204618 -0.1429517
## 5831 1.783078e-01 1.935981819 0.01204618 -0.1429517
## 5832 1.786019e-01 0.425961685 0.01204618 -0.1429517
## 5833 1.788960e-01 -1.251838464 -0.02911213 -0.1429517
## 5834 1.791902e-01 0.090401655 -0.09770931 6.3093955
## 5835 1.794843e-01 -1.000168442 -0.00167326 -0.1429517
## 5836 1.797784e-01 -0.077378360 -0.00167326 -0.1429517
## 5837 1.800726e-01 1.768201804 -0.16630648 -0.1429517
## 5838 1.803667e-01 1.432641774 -0.07027044 -0.1429517
## 5839 1.806608e-01 1.768201804 -0.00167326 -0.1429517
## 5840 1.809549e-01 1.516531782 0.01204618 -0.1429517
## 5841 1.812491e-01 0.174291662 -0.00167326 -0.1429517
## 5842 1.815432e-01 1.264861759 0.01204618 -0.1429517
## 5843 1.818373e-01 -0.832388427 -0.00167326 -0.1429517
## 5844 1.821315e-01 -1.084058449 -0.00167326 -0.1429517
## 5845 1.824256e-01 0.677631707 0.01204618 -0.1429517
## 5846 1.827197e-01 -0.412938390 -0.00167326 -0.1429517
## 5847 1.830138e-01 -0.832388427 -0.19374535 -0.1429517
## 5848 1.836021e-01 -0.496828397 -0.00167326 -0.1429517
## 5849 1.838962e-01 -0.916278434 -0.00167326 -0.1429517
## 5850 1.841904e-01 -0.496828397 -0.00167326 -0.1429517
## 5851 1.850727e-01 -0.916278434 -0.01539270 -0.1429517
## 5852 1.853669e-01 3.278221938 -0.00167326 -0.1429517
## 5853 1.856610e-01 -0.664608412 0.01204618 -0.1429517
## 5854 1.859551e-01 0.174291662 -0.00167326 -0.1429517
## 5855 1.862493e-01 0.342071677 2.71477492 -0.1429517
## 5856 1.865434e-01 -0.496828397 0.01204618 -0.1429517
## 5857 1.868375e-01 -0.748498419 -0.00167326 -0.1429517
## 5858 1.874258e-01 0.006511648 -0.00167326 -0.1429517
## 5859 1.877199e-01 0.761521715 0.01204618 -0.1429517
## 5860 1.880140e-01 0.845411722 -4.24097875 -0.1429517
## 5861 1.883082e-01 -0.496828397 -0.00167326 -0.1429517
## 5862 1.886023e-01 0.090401655 -0.00167326 -0.1429517
## 5863 1.888964e-01 2.187651841 0.89009003 -0.1429517
## 5864 1.891905e-01 -0.748498419 0.01204618 -0.1429517
## 5865 1.894847e-01 -0.412938390 -2.00471081 10.6109603
## 5866 1.897788e-01 -0.077378360 0.01204618 -0.1429517
## 5867 1.906612e-01 -0.496828397 -0.67392559 -0.1429517
## 5868 1.909553e-01 -0.748498419 -0.00167326 -0.1429517
## 5869 1.912495e-01 0.342071677 -0.00167326 -0.1429517
## 5870 1.915436e-01 -1.084058449 -0.00167326 -0.1429517
## 5871 1.918377e-01 -0.580718405 -1.41477509 -0.1429517
## 5872 1.921318e-01 -0.580718405 -0.00167326 -0.1429517
## 5873 1.924260e-01 1.348751767 -0.01539270 -0.1429517
## 5874 1.927201e-01 0.006511648 -0.00167326 -0.1429517
## 5875 1.930142e-01 -1.000168442 -0.00167326 -0.1429517
## 5876 1.933084e-01 -0.496828397 0.01204618 2.0078307
## 5877 1.936025e-01 -1.251838464 -0.00167326 -0.1429517
## 5878 1.938966e-01 2.103761834 -0.00167326 -0.1429517
## 5879 1.941907e-01 -0.916278434 -0.00167326 -0.1429517
## 5880 1.944849e-01 -1.167948457 -0.00167326 -0.1429517
## 5881 1.947790e-01 -1.000168442 -0.00167326 -0.1429517
## 5882 1.950731e-01 -0.161268367 -0.00167326 -0.1429517
## 5883 1.953673e-01 -1.167948457 -0.00167326 2.0078307
## 5884 1.956614e-01 2.019871826 -0.02911213 -0.1429517
## 5885 1.959555e-01 -0.748498419 0.01204618 -0.1429517
## 5886 1.965438e-01 0.258181670 -0.00167326 -0.1429517
## 5887 1.968379e-01 -1.000168442 -0.00167326 -0.1429517
## 5888 1.971320e-01 -1.335728472 -0.41325632 2.0078307
## 5889 1.974262e-01 2.103761834 -1.49709170 -0.1429517
## 5890 1.980144e-01 1.432641774 0.01204618 -0.1429517
## 5891 1.983085e-01 -0.748498419 -0.00167326 -0.1429517
## 5892 1.986027e-01 -0.580718405 -0.00167326 -0.1429517
## 5893 1.988968e-01 -1.000168442 -0.00167326 -0.1429517
## 5894 1.991909e-01 -1.167948457 -0.00167326 -0.1429517
## 5895 1.994851e-01 1.432641774 -0.00167326 -0.1429517
## 5896 1.997792e-01 1.768201804 -0.00167326 -0.1429517
## 5897 2.000733e-01 0.425961685 -0.00167326 -0.1429517
## 5898 2.003674e-01 1.097081744 -0.34465914 -0.1429517
## 5899 2.006616e-01 -0.916278434 7.70864935 -0.1429517
## 5900 2.009557e-01 -0.748498419 -0.00167326 -0.1429517
## 5901 2.015440e-01 -0.916278434 -0.00167326 -0.1429517
## 5902 2.021322e-01 2.607101878 -0.18002592 -0.1429517
## 5903 2.024263e-01 2.942661908 -0.00167326 -0.1429517
## 5904 2.027205e-01 1.600421789 -0.00167326 -0.1429517
## 5905 2.030146e-01 -1.335728472 0.01204618 -0.1429517
## 5906 2.033087e-01 0.761521715 -0.00167326 -0.1429517
## 5907 2.036029e-01 -0.329048382 -0.00167326 -0.1429517
## 5908 2.038970e-01 -0.077378360 -0.00167326 -0.1429517
## 5909 2.041911e-01 0.509851692 -0.00167326 -0.1429517
## 5910 2.044852e-01 -0.832388427 -0.00167326 -0.1429517
## 5911 2.047794e-01 2.103761834 -0.00167326 -0.1429517
## 5912 2.050735e-01 -0.664608412 -0.00167326 -0.1429517
## 5913 2.053676e-01 1.600421789 -0.00167326 2.0078307
## 5914 2.056618e-01 1.013191737 -0.08398987 -0.1429517
## 5915 2.059559e-01 1.348751767 -0.00167326 -0.1429517
## 5916 2.062500e-01 -0.832388427 -0.30350084 -0.1429517
## 5917 2.065441e-01 -0.832388427 -0.00167326 -0.1429517
## 5918 2.068383e-01 -0.329048382 -0.00167326 -0.1429517
## 5919 2.071324e-01 0.761521715 5.04707891 -0.1429517
## 5920 2.074265e-01 -0.245158375 -0.04283157 -0.1429517
## 5921 2.077207e-01 0.090401655 -0.00167326 -0.1429517
## 5922 2.083089e-01 -1.335728472 0.01204618 -0.1429517
## 5923 2.086031e-01 1.180971752 0.01204618 -0.1429517
## 5924 2.094854e-01 -0.329048382 -0.00167326 -0.1429517
## 5925 2.097796e-01 -0.412938390 -0.00167326 -0.1429517
## 5926 2.100737e-01 -0.496828397 -0.00167326 2.0078307
## 5927 2.103678e-01 1.516531782 -0.00167326 -0.1429517
## 5928 2.106620e-01 -1.167948457 -0.00167326 -0.1429517
## 5929 2.109561e-01 -1.167948457 -0.00167326 -0.1429517
## 5930 2.112502e-01 -0.664608412 0.01204618 -0.1429517
## 5931 2.115443e-01 1.264861759 -0.42697575 -0.1429517
## 5932 2.118385e-01 2.523211871 -0.00167326 -0.1429517
## 5933 2.121326e-01 2.019871826 -0.00167326 -0.1429517
## 5934 2.124267e-01 2.019871826 -0.00167326 -0.1429517
## 5935 2.127209e-01 -0.916278434 -0.00167326 -0.1429517
## 5936 2.130150e-01 0.425961685 0.01204618 -0.1429517
## 5937 2.133091e-01 1.348751767 -0.00167326 -0.1429517
## 5938 2.136032e-01 -0.077378360 -0.00167326 2.0078307
## 5939 2.138974e-01 -1.000168442 0.01204618 2.0078307
## 5940 2.141915e-01 -0.329048382 -0.02911213 -0.1429517
## 5941 2.144856e-01 -0.412938390 0.01204618 -0.1429517
## 5942 2.147798e-01 1.432641774 -0.00167326 -0.1429517
## 5943 2.150739e-01 -0.496828397 -0.52301180 -0.1429517
## 5944 2.153680e-01 -0.916278434 -0.41325632 -0.1429517
## 5945 2.156621e-01 0.258181670 -0.00167326 -0.1429517
## 5946 2.159563e-01 -1.084058449 -0.07027044 -0.1429517
## 5947 2.162504e-01 0.677631707 -0.00167326 -0.1429517
## 5948 2.165445e-01 0.845411722 -0.00167326 -0.1429517
## 5949 2.168387e-01 -0.245158375 0.01204618 -0.1429517
## 5950 2.171328e-01 0.090401655 -0.00167326 -0.1429517
## 5951 2.174269e-01 -1.084058449 -6.06566364 -0.1429517
## 5952 2.177210e-01 1.684311796 -0.00167326 -0.1429517
## 5953 2.180152e-01 0.090401655 0.01204618 -0.1429517
## 5954 2.183093e-01 -0.748498419 -0.00167326 -0.1429517
## 5955 2.186034e-01 -1.000168442 -0.00167326 -0.1429517
## 5956 2.188976e-01 1.013191737 -0.00167326 -0.1429517
## 5957 2.191917e-01 -0.580718405 -0.00167326 -0.1429517
## 5958 2.194858e-01 0.593741700 -6.83395201 -0.1429517
## 5959 2.197799e-01 0.509851692 -0.00167326 -0.1429517
## 5960 2.200741e-01 0.593741700 -0.00167326 -0.1429517
## 5961 2.203682e-01 -1.167948457 -0.00167326 -0.1429517
## 5962 2.206623e-01 -0.664608412 0.01204618 -0.1429517
## 5963 2.209565e-01 -0.245158375 0.01204618 -0.1429517
## 5964 2.215447e-01 2.187651841 -0.00167326 -0.1429517
## 5965 2.218388e-01 -0.664608412 -0.00167326 -0.1429517
## 5966 2.221330e-01 -0.748498419 -0.00167326 -0.1429517
## 5967 2.224271e-01 0.509851692 -0.50929236 -0.1429517
## 5968 2.227212e-01 0.509851692 -3.98030948 -0.1429517
## 5969 2.230154e-01 -0.580718405 0.01204618 -0.1429517
## 5970 2.233095e-01 1.935981819 0.01204618 -0.1429517
## 5971 2.236036e-01 0.677631707 -0.00167326 -0.1429517
## 5972 2.241919e-01 -0.412938390 3.09891910 -0.1429517
## 5973 2.244860e-01 -0.161268367 -0.07027044 -0.1429517
## 5974 2.247801e-01 1.684311796 -0.00167326 -0.1429517
## 5975 2.250743e-01 -1.167948457 -0.00167326 -0.1429517
## 5976 2.253684e-01 -0.245158375 -0.00167326 -0.1429517
## 5977 2.256625e-01 -1.084058449 0.01204618 -0.1429517
## 5978 2.259567e-01 1.348751767 0.01204618 -0.1429517
## 5979 2.262508e-01 0.006511648 -0.31722027 -0.1429517
## 5980 2.265449e-01 -1.251838464 -0.00167326 -0.1429517
## 5981 2.268390e-01 0.006511648 -0.00167326 -0.1429517
## 5982 2.271332e-01 -0.664608412 -0.00167326 -0.1429517
## 5983 2.277214e-01 0.174291662 -0.00167326 -0.1429517
## 5984 2.280156e-01 -0.580718405 -0.01539270 -0.1429517
## 5985 2.286038e-01 0.425961685 -0.00167326 -0.1429517
## 5986 2.288979e-01 0.509851692 -0.00167326 -0.1429517
## 5987 2.291921e-01 -0.916278434 -0.00167326 -0.1429517
## 5988 2.294862e-01 -0.161268367 -0.00167326 -0.1429517
## 5989 2.297803e-01 -0.832388427 -1.38733622 -0.1429517
## 5990 2.300745e-01 -0.412938390 -0.00167326 -0.1429517
## 5991 2.303686e-01 -1.251838464 0.01204618 -0.1429517
## 5992 2.306627e-01 0.593741700 -0.12514818 -0.1429517
## 5993 2.312510e-01 0.425961685 -0.00167326 -0.1429517
## 5994 2.315451e-01 0.342071677 -0.00167326 -0.1429517
## 5995 2.318392e-01 -1.167948457 0.01204618 -0.1429517
## 5996 2.321334e-01 0.342071677 -0.01539270 -0.1429517
## 5997 2.324275e-01 -0.916278434 0.01204618 -0.1429517
## 5998 2.327216e-01 0.509851692 -0.00167326 -0.1429517
## 5999 2.330157e-01 0.342071677 -0.00167326 -0.1429517
## 6000 2.333099e-01 0.342071677 -0.00167326 -0.1429517
## 6001 2.336040e-01 -0.916278434 -0.00167326 -0.1429517
## 6002 2.338981e-01 1.264861759 -0.00167326 -0.1429517
## 6003 2.341923e-01 -0.916278434 -0.30350084 -0.1429517
## 6004 2.344864e-01 -0.496828397 -0.00167326 -0.1429517
## 6005 2.347805e-01 0.342071677 -0.60532841 -0.1429517
## 6006 2.350746e-01 -0.832388427 -0.15258705 -0.1429517
## 6007 2.353688e-01 -1.000168442 -0.00167326 -0.1429517
## 6008 2.356629e-01 -1.084058449 0.01204618 -0.1429517
## 6009 2.359570e-01 -0.916278434 0.01204618 -0.1429517
## 6010 2.365453e-01 0.761521715 -0.00167326 -0.1429517
## 6011 2.368394e-01 -1.251838464 -0.55045067 -0.1429517
## 6012 2.371335e-01 -0.161268367 -0.00167326 -0.1429517
## 6013 2.374277e-01 0.342071677 -0.31722027 -0.1429517
## 6014 2.377218e-01 -0.748498419 -0.00167326 -0.1429517
## 6015 2.380159e-01 -0.748498419 0.01204618 -0.1429517
## 6016 2.383101e-01 -0.748498419 -0.00167326 -0.1429517
## 6017 2.386042e-01 -0.664608412 -0.00167326 -0.1429517
## 6018 2.388983e-01 -0.916278434 -0.00167326 -0.1429517
## 6019 2.394866e-01 0.761521715 -0.00167326 -0.1429517
## 6020 2.397807e-01 0.090401655 -0.24862309 -0.1429517
## 6021 2.400748e-01 0.342071677 -0.00167326 -0.1429517
## 6022 2.403690e-01 0.593741700 -0.00167326 -0.1429517
## 6023 2.406631e-01 0.845411722 -0.01539270 -0.1429517
## 6024 2.409572e-01 -0.832388427 -0.00167326 -0.1429517
## 6025 2.412514e-01 -0.580718405 8.32602393 -0.1429517
## 6026 2.415455e-01 -0.161268367 -0.00167326 -0.1429517
## 6027 2.418396e-01 -0.832388427 -0.00167326 -0.1429517
## 6028 2.421337e-01 1.264861759 -0.00167326 -0.1429517
## 6029 2.424279e-01 -0.245158375 -0.12514818 -0.1429517
## 6030 2.427220e-01 -1.000168442 -0.00167326 -0.1429517
## 6031 2.430161e-01 0.342071677 -0.00167326 -0.1429517
## 6032 2.433103e-01 -0.664608412 -0.00167326 -0.1429517
## 6033 2.436044e-01 0.006511648 -0.00167326 -0.1429517
## 6034 2.441926e-01 -1.000168442 -0.78368107 -0.1429517
## 6035 2.444868e-01 0.258181670 0.01204618 -0.1429517
## 6036 2.447809e-01 -0.412938390 -0.12514818 -0.1429517
## 6037 2.450750e-01 -0.412938390 -0.00167326 -0.1429517
## 6038 2.453692e-01 -0.412938390 0.01204618 -0.1429517
## 6039 2.456633e-01 -0.748498419 -0.00167326 2.0078307
## 6040 2.459574e-01 -0.496828397 -0.00167326 -0.1429517
## 6041 2.462515e-01 -0.329048382 -0.00167326 -0.1429517
## 6042 2.465457e-01 -1.084058449 -0.00167326 -0.1429517
## 6043 2.468398e-01 -1.084058449 0.01204618 -0.1429517
## 6044 2.471339e-01 -0.916278434 -0.00167326 -0.1429517
## 6045 2.477222e-01 -0.077378360 -0.00167326 -0.1429517
## 6046 2.483104e-01 -0.832388427 -0.00167326 -0.1429517
## 6047 2.488987e-01 -0.748498419 -0.16630648 -0.1429517
## 6048 2.491928e-01 2.858771901 0.01204618 -0.1429517
## 6049 2.494870e-01 0.258181670 0.01204618 -0.1429517
## 6050 2.497811e-01 0.677631707 3.97696296 -0.1429517
## 6051 2.500752e-01 0.174291662 -0.00167326 -0.1429517
## 6052 2.503693e-01 -0.077378360 -0.00167326 -0.1429517
## 6053 2.506635e-01 0.342071677 -0.00167326 2.0078307
## 6054 2.509576e-01 -1.167948457 -0.00167326 -0.1429517
## 6055 2.512517e-01 -0.916278434 0.01204618 -0.1429517
## 6056 2.515459e-01 0.761521715 -0.56417010 -0.1429517
## 6057 2.518400e-01 0.425961685 -0.00167326 -0.1429517
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## 8399 1.020693e+00 -1.251838464 0.47850697 -0.1429517
## 8400 1.020987e+00 -1.251838464 -0.00167326 -0.1429517
## 8401 1.021281e+00 -0.496828397 -0.00167326 -0.1429517
## 8402 1.021575e+00 1.097081744 -0.00167326 -0.1429517
## 8403 1.022163e+00 -0.329048382 -0.05655100 -0.1429517
## 8404 1.022752e+00 -1.167948457 -0.12514818 -0.1429517
## 8405 1.023046e+00 -0.580718405 0.01204618 -0.1429517
## 8406 1.023340e+00 -0.077378360 -0.00167326 -0.1429517
## 8407 1.023634e+00 1.600421789 -0.00167326 -0.1429517
## 8408 1.023928e+00 -1.251838464 -0.00167326 -0.1429517
## 8409 1.024222e+00 -0.329048382 -0.00167326 -0.1429517
## 8410 1.024516e+00 -1.084058449 0.01204618 -0.1429517
## 8411 1.024811e+00 0.845411722 0.01204618 -0.1429517
## 8412 1.025105e+00 -0.832388427 -0.00167326 -0.1429517
## 8413 1.025399e+00 0.090401655 -0.00167326 -0.1429517
## 8414 1.025693e+00 -0.077378360 -0.00167326 6.3093955
## 8415 1.026281e+00 -0.664608412 -0.00167326 -0.1429517
## 8416 1.026575e+00 0.090401655 -0.16630648 -0.1429517
## 8417 1.026869e+00 1.264861759 -0.00167326 -0.1429517
## 8418 1.027458e+00 1.264861759 -0.00167326 -0.1429517
## 8419 1.027752e+00 1.013191737 0.01204618 8.4601779
## 8420 1.028046e+00 1.180971752 -0.00167326 -0.1429517
## 8421 1.028340e+00 -0.832388427 -1.38733622 -0.1429517
## 8422 1.028634e+00 0.342071677 -0.00167326 -0.1429517
## 8423 1.028928e+00 -0.329048382 -0.00167326 -0.1429517
## 8424 1.029222e+00 1.180971752 -0.00167326 -0.1429517
## 8425 1.029517e+00 0.425961685 -0.00167326 -0.1429517
## 8426 1.029811e+00 -1.167948457 -0.00167326 2.0078307
## 8427 1.030105e+00 0.342071677 -0.00167326 -0.1429517
## 8428 1.030399e+00 -0.245158375 0.01204618 -0.1429517
## 8429 1.030693e+00 -0.748498419 -0.00167326 -0.1429517
## 8430 1.030987e+00 -0.496828397 -0.00167326 -0.1429517
## 8431 1.031281e+00 2.187651841 -0.00167326 -0.1429517
## 8432 1.031576e+00 -0.832388427 0.23155714 -0.1429517
## 8433 1.031870e+00 -0.748498419 -0.41325632 -0.1429517
## 8434 1.032164e+00 0.258181670 -0.00167326 -0.1429517
## 8435 1.032458e+00 0.006511648 -0.00167326 -0.1429517
## 8436 1.032752e+00 -0.916278434 -0.00167326 -0.1429517
## 8437 1.033046e+00 1.264861759 -0.64648672 -0.1429517
## 8438 1.033634e+00 1.684311796 -0.00167326 -0.1429517
## 8439 1.033929e+00 -0.245158375 0.01204618 -0.1429517
## 8440 1.034223e+00 -0.496828397 -0.23490366 -0.1429517
## 8441 1.034517e+00 0.929301729 0.01204618 -0.1429517
## 8442 1.034811e+00 -0.664608412 -0.00167326 -0.1429517
## 8443 1.035105e+00 -0.245158375 -0.00167326 -0.1429517
## 8444 1.035399e+00 -0.496828397 -0.00167326 -0.1429517
## 8445 1.035693e+00 1.516531782 -0.00167326 -0.1429517
## 8446 1.035987e+00 -0.664608412 -0.00167326 -0.1429517
## 8447 1.036282e+00 -0.496828397 -0.01539270 -0.1429517
## 8448 1.036576e+00 -0.496828397 -0.00167326 -0.1429517
## 8449 1.036870e+00 0.425961685 0.01204618 -0.1429517
## 8450 1.037164e+00 -0.748498419 -0.00167326 -0.1429517
## 8451 1.037458e+00 -1.000168442 -0.00167326 -0.1429517
## 8452 1.037752e+00 0.677631707 0.30015432 -0.1429517
## 8453 1.038046e+00 1.516531782 0.01204618 -0.1429517
## 8454 1.038340e+00 -0.916278434 -0.00167326 -0.1429517
## 8455 1.038635e+00 -0.161268367 0.01204618 -0.1429517
## 8456 1.038929e+00 -0.412938390 -0.00167326 -0.1429517
## 8457 1.039223e+00 -0.245158375 -0.00167326 -0.1429517
## 8458 1.039517e+00 0.258181670 0.01204618 -0.1429517
## 8459 1.039811e+00 1.768201804 -0.55045067 -0.1429517
## 8460 1.040105e+00 0.425961685 -0.00167326 -0.1429517
## 8461 1.040694e+00 -0.329048382 -0.00167326 -0.1429517
## 8462 1.040988e+00 -0.496828397 -0.42697575 -0.1429517
## 8463 1.041576e+00 0.090401655 -0.00167326 -0.1429517
## 8464 1.041870e+00 -0.077378360 -0.00167326 -0.1429517
## 8465 1.042164e+00 0.509851692 -0.00167326 -0.1429517
## 8466 1.042458e+00 1.852091811 -0.00167326 -0.1429517
## 8467 1.042752e+00 -0.748498419 -0.00167326 -0.1429517
## 8468 1.043047e+00 0.342071677 -1.19526413 -0.1429517
## 8469 1.043341e+00 -0.664608412 -0.00167326 -0.1429517
## 8470 1.043635e+00 0.845411722 0.01204618 -0.1429517
## 8471 1.043929e+00 -0.748498419 -0.08398987 -0.1429517
## 8472 1.044517e+00 2.439321863 0.01204618 -0.1429517
## 8473 1.044811e+00 -1.251838464 0.01204618 -0.1429517
## 8474 1.045105e+00 1.180971752 -0.00167326 -0.1429517
## 8475 1.045400e+00 1.097081744 -0.00167326 -0.1429517
## 8476 1.045988e+00 -0.161268367 -0.00167326 -0.1429517
## 8477 1.046282e+00 1.432641774 -0.00167326 -0.1429517
## 8478 1.046576e+00 -1.084058449 -0.00167326 -0.1429517
## 8479 1.046870e+00 1.852091811 -0.00167326 -0.1429517
## 8480 1.047164e+00 0.509851692 0.01204618 -0.1429517
## 8481 1.047458e+00 1.180971752 0.30015432 -0.1429517
## 8482 1.047753e+00 0.677631707 -0.00167326 -0.1429517
## 8483 1.048341e+00 -0.916278434 0.01204618 -0.1429517
## 8484 1.048635e+00 -0.664608412 -0.00167326 -0.1429517
## 8485 1.048929e+00 -1.000168442 -0.00167326 -0.1429517
## 8486 1.049223e+00 1.768201804 -0.93459486 -0.1429517
## 8487 1.049517e+00 -0.580718405 -0.00167326 -0.1429517
## 8488 1.049812e+00 -1.167948457 0.01204618 -0.1429517
## 8489 1.050106e+00 -0.161268367 -0.00167326 -0.1429517
## 8490 1.050400e+00 -0.832388427 -0.00167326 -0.1429517
## 8491 1.050694e+00 0.090401655 -0.00167326 -0.1429517
## 8492 1.050988e+00 -0.832388427 0.01204618 -0.1429517
## 8493 1.051282e+00 -0.496828397 -0.00167326 -0.1429517
## 8494 1.051870e+00 -0.748498419 -0.00167326 -0.1429517
## 8495 1.052165e+00 0.929301729 -0.00167326 -0.1429517
## 8496 1.052753e+00 -0.916278434 0.01204618 -0.1429517
## 8497 1.053047e+00 -0.580718405 0.01204618 -0.1429517
## 8498 1.053341e+00 -0.580718405 -0.01539270 -0.1429517
## 8499 1.053635e+00 -0.412938390 -0.00167326 2.0078307
## 8500 1.053929e+00 0.090401655 -0.02911213 -0.1429517
## 8501 1.054223e+00 1.768201804 -0.00167326 -0.1429517
## 8502 1.054518e+00 -1.167948457 -0.00167326 -0.1429517
## 8503 1.055106e+00 -1.000168442 0.01204618 -0.1429517
## 8504 1.055400e+00 -0.916278434 0.01204618 -0.1429517
## 8505 1.055694e+00 0.425961685 0.01204618 -0.1429517
## 8506 1.055988e+00 0.090401655 0.01204618 -0.1429517
## 8507 1.056282e+00 1.264861759 -0.00167326 -0.1429517
## 8508 1.056871e+00 -0.916278434 0.01204618 -0.1429517
## 8509 1.057165e+00 1.684311796 -0.00167326 -0.1429517
## 8510 1.057459e+00 1.097081744 -0.00167326 -0.1429517
## 8511 1.057753e+00 -1.084058449 -0.00167326 -0.1429517
## 8512 1.058047e+00 -0.664608412 0.01204618 -0.1429517
## 8513 1.058929e+00 1.935981819 -0.00167326 -0.1429517
## 8514 1.059224e+00 -0.580718405 -0.01539270 -0.1429517
## 8515 1.059518e+00 0.258181670 -0.00167326 -0.1429517
## 8516 1.060106e+00 -0.329048382 -0.00167326 -0.1429517
## 8517 1.060400e+00 -0.412938390 -0.00167326 -0.1429517
## 8518 1.060694e+00 -0.664608412 -0.00167326 -0.1429517
## 8519 1.061283e+00 1.432641774 9.80772294 -0.1429517
## 8520 1.061871e+00 -1.000168442 -0.00167326 -0.1429517
## 8521 1.062165e+00 0.174291662 -0.00167326 -0.1429517
## 8522 1.062459e+00 0.174291662 -0.00167326 -0.1429517
## 8523 1.062753e+00 0.509851692 0.01204618 -0.1429517
## 8524 1.063047e+00 1.348751767 -0.02911213 -0.1429517
## 8525 1.063341e+00 -1.251838464 -0.00167326 -0.1429517
## 8526 1.063636e+00 0.845411722 -0.00167326 -0.1429517
## 8527 1.063930e+00 -1.167948457 0.01204618 -0.1429517
## 8528 1.064224e+00 -0.916278434 -0.00167326 -0.1429517
## 8529 1.064812e+00 -1.084058449 0.01204618 -0.1429517
## 8530 1.065106e+00 0.258181670 -0.00167326 -0.1429517
## 8531 1.065400e+00 -0.329048382 -0.00167326 -0.1429517
## 8532 1.065694e+00 -0.580718405 0.01204618 -0.1429517
## 8533 1.065989e+00 -1.167948457 -0.00167326 -0.1429517
## 8534 1.066283e+00 -0.412938390 -0.00167326 -0.1429517
## 8535 1.066577e+00 0.342071677 -0.00167326 -0.1429517
## 8536 1.066871e+00 0.090401655 0.01204618 -0.1429517
## 8537 1.067165e+00 -0.077378360 -0.00167326 -0.1429517
## 8538 1.067459e+00 -0.245158375 4.03184070 -0.1429517
## 8539 1.067753e+00 0.845411722 0.01204618 -0.1429517
## 8540 1.068047e+00 -0.748498419 -0.00167326 -0.1429517
## 8541 1.068636e+00 0.090401655 -0.42697575 -0.1429517
## 8542 1.069224e+00 -0.916278434 -0.00167326 -0.1429517
## 8543 1.069812e+00 -0.832388427 -0.96203373 -0.1429517
## 8544 1.070106e+00 -0.664608412 -0.00167326 -0.1429517
## 8545 1.070401e+00 0.845411722 -0.01539270 -0.1429517
## 8546 1.070695e+00 -0.412938390 0.01204618 -0.1429517
## 8547 1.070989e+00 2.187651841 -0.46813406 -0.1429517
## 8548 1.071283e+00 0.677631707 0.01204618 -0.1429517
## 8549 1.071577e+00 1.097081744 -0.00167326 -0.1429517
## 8550 1.071871e+00 -0.748498419 -0.00167326 -0.1429517
## 8551 1.072165e+00 -0.245158375 -0.00167326 -0.1429517
## 8552 1.072459e+00 1.852091811 -0.00167326 -0.1429517
## 8553 1.072754e+00 0.425961685 0.01204618 -0.1429517
## 8554 1.073048e+00 -0.161268367 -0.00167326 -0.1429517
## 8555 1.073342e+00 1.516531782 -0.00167326 -0.1429517
## 8556 1.073636e+00 -0.412938390 -0.00167326 -0.1429517
## 8557 1.073930e+00 0.090401655 0.01204618 2.0078307
## 8558 1.074224e+00 -0.412938390 -0.00167326 -0.1429517
## 8559 1.074518e+00 -0.496828397 -0.00167326 -0.1429517
## 8560 1.074812e+00 0.509851692 -0.34465914 -0.1429517
## 8561 1.075107e+00 -1.167948457 1.82301163 -0.1429517
## 8562 1.075401e+00 0.090401655 -0.04283157 -0.1429517
## 8563 1.075695e+00 2.019871826 -2.58092709 -0.1429517
## 8564 1.075989e+00 0.006511648 0.01204618 -0.1429517
## 8565 1.076283e+00 1.180971752 -0.00167326 -0.1429517
## 8566 1.076577e+00 -0.748498419 0.01204618 -0.1429517
## 8567 1.076871e+00 -1.167948457 -0.00167326 -0.1429517
## 8568 1.077165e+00 -1.335728472 -0.00167326 -0.1429517
## 8569 1.077460e+00 1.180971752 -0.00167326 -0.1429517
## 8570 1.077754e+00 -1.000168442 1.20563704 -0.1429517
## 8571 1.078048e+00 0.174291662 0.01204618 -0.1429517
## 8572 1.078342e+00 -0.161268367 -0.00167326 -0.1429517
## 8573 1.078636e+00 -1.251838464 0.54710415 2.0078307
## 8574 1.078930e+00 -0.580718405 -0.52301180 -0.1429517
## 8575 1.079224e+00 -0.496828397 0.01204618 -0.1429517
## 8576 1.079519e+00 -0.832388427 0.01204618 -0.1429517
## 8577 1.079813e+00 -1.251838464 -0.00167326 -0.1429517
## 8578 1.080401e+00 -0.412938390 -0.52301180 -0.1429517
## 8579 1.080695e+00 1.684311796 -0.00167326 -0.1429517
## 8580 1.080989e+00 -1.167948457 0.01204618 -0.1429517
## 8581 1.081283e+00 -0.748498419 -0.00167326 -0.1429517
## 8582 1.081577e+00 1.432641774 -0.16630648 -0.1429517
## 8583 1.081872e+00 -0.664608412 -0.00167326 -0.1429517
## 8584 1.082166e+00 1.432641774 -0.00167326 -0.1429517
## 8585 1.082754e+00 -0.664608412 -0.00167326 -0.1429517
## 8586 1.083048e+00 2.103761834 -0.00167326 -0.1429517
## 8587 1.083342e+00 0.761521715 -0.00167326 -0.1429517
## 8588 1.083930e+00 -0.412938390 -0.23490366 -0.1429517
## 8589 1.084225e+00 -0.832388427 -0.00167326 -0.1429517
## 8590 1.084519e+00 -0.496828397 -0.00167326 -0.1429517
## 8591 1.084813e+00 0.677631707 -0.00167326 -0.1429517
## 8592 1.085107e+00 -1.251838464 -0.00167326 -0.1429517
## 8593 1.085401e+00 -0.580718405 -0.00167326 -0.1429517
## 8594 1.085695e+00 0.342071677 -0.52301180 -0.1429517
## 8595 1.085989e+00 -1.084058449 -0.15258705 -0.1429517
## 8596 1.086283e+00 -1.251838464 -0.00167326 -0.1429517
## 8597 1.086578e+00 -0.329048382 -0.00167326 -0.1429517
## 8598 1.086872e+00 -0.916278434 -0.00167326 -0.1429517
## 8599 1.087166e+00 -0.580718405 -0.00167326 -0.1429517
## 8600 1.087460e+00 0.006511648 -0.37209801 -0.1429517
## 8601 1.087754e+00 -0.412938390 0.01204618 -0.1429517
## 8602 1.088048e+00 -1.084058449 -0.00167326 -0.1429517
## 8603 1.088342e+00 1.180971752 -0.00167326 -0.1429517
## 8604 1.088637e+00 -0.664608412 -0.00167326 -0.1429517
## 8605 1.089225e+00 0.342071677 0.01204618 -0.1429517
## 8606 1.089519e+00 -0.412938390 0.24527657 -0.1429517
## 8607 1.089813e+00 0.929301729 -0.00167326 -0.1429517
## 8608 1.090107e+00 1.013191737 -0.00167326 -0.1429517
## 8609 1.090401e+00 -0.748498419 -0.00167326 -0.1429517
## 8610 1.090695e+00 -0.161268367 -1.77148041 -0.1429517
## 8611 1.090990e+00 -0.748498419 0.01204618 -0.1429517
## 8612 1.091284e+00 -1.000168442 -0.00167326 -0.1429517
## 8613 1.091578e+00 -1.084058449 0.01204618 -0.1429517
## 8614 1.091872e+00 1.180971752 -0.04283157 -0.1429517
## 8615 1.092166e+00 1.432641774 0.01204618 -0.1429517
## 8616 1.092460e+00 0.677631707 -0.41325632 -0.1429517
## 8617 1.092754e+00 -1.084058449 -0.00167326 -0.1429517
## 8618 1.093048e+00 -0.916278434 -0.00167326 -0.1429517
## 8619 1.093343e+00 1.600421789 -0.00167326 -0.1429517
## 8620 1.093637e+00 1.264861759 0.01204618 -0.1429517
## 8621 1.094225e+00 -1.251838464 -0.00167326 -0.1429517
## 8622 1.094519e+00 -0.832388427 -0.00167326 -0.1429517
## 8623 1.094813e+00 0.929301729 0.01204618 -0.1429517
## 8624 1.095107e+00 1.432641774 -2.19678290 -0.1429517
## 8625 1.095401e+00 1.516531782 0.01204618 -0.1429517
## 8626 1.095696e+00 -0.748498419 1.69953671 -0.1429517
## 8627 1.095990e+00 -1.084058449 -0.00167326 -0.1429517
## 8628 1.096284e+00 1.180971752 0.01204618 -0.1429517
## 8629 1.096872e+00 0.258181670 0.01204618 2.0078307
## 8630 1.097166e+00 0.090401655 -0.00167326 -0.1429517
## 8631 1.097460e+00 -1.084058449 -0.00167326 -0.1429517
## 8632 1.097755e+00 -0.077378360 -0.00167326 -0.1429517
## 8633 1.098049e+00 -1.419618479 0.10808222 10.6109603
## 8634 1.098343e+00 -0.412938390 0.01204618 -0.1429517
## 8635 1.098637e+00 -0.748498419 -0.00167326 -0.1429517
## 8636 1.098931e+00 1.516531782 0.01204618 -0.1429517
## 8637 1.099225e+00 -1.000168442 -0.00167326 -0.1429517
## 8638 1.099519e+00 -0.245158375 -0.09770931 -0.1429517
## 8639 1.099813e+00 3.026551916 -0.93459486 -0.1429517
## 8640 1.100402e+00 0.761521715 0.01204618 -0.1429517
## 8641 1.100696e+00 1.516531782 -0.00167326 -0.1429517
## 8642 1.100990e+00 -0.664608412 0.01204618 -0.1429517
## 8643 1.101284e+00 -1.084058449 -0.00167326 -0.1429517
## 8644 1.101578e+00 -0.664608412 11.55009121 -0.1429517
## 8645 1.101872e+00 -0.664608412 0.01204618 -0.1429517
## 8646 1.102166e+00 -0.832388427 0.01204618 -0.1429517
## 8647 1.102461e+00 1.097081744 0.67057907 -0.1429517
## 8648 1.102755e+00 -1.335728472 -0.00167326 -0.1429517
## 8649 1.103049e+00 1.516531782 -0.00167326 -0.1429517
## 8650 1.103637e+00 1.432641774 -5.00926712 2.0078307
## 8651 1.103931e+00 0.342071677 -0.02911213 -0.1429517
## 8652 1.104225e+00 0.174291662 -0.00167326 -0.1429517
## 8653 1.104519e+00 -0.664608412 0.01204618 2.0078307
## 8654 1.104814e+00 -0.496828397 -0.60532841 -0.1429517
## 8655 1.105108e+00 -1.167948457 -0.12514818 -0.1429517
## 8656 1.105402e+00 -0.916278434 -0.00167326 -0.1429517
## 8657 1.105696e+00 -0.161268367 -0.00167326 -0.1429517
## 8658 1.105990e+00 -0.916278434 -0.31722027 -0.1429517
## 8659 1.106284e+00 0.929301729 -0.04283157 -0.1429517
## 8660 1.106578e+00 -0.245158375 -0.00167326 -0.1429517
## 8661 1.106872e+00 -0.916278434 -0.33093971 -0.1429517
## 8662 1.107167e+00 0.258181670 -0.00167326 -0.1429517
## 8663 1.107461e+00 -0.412938390 0.01204618 -0.1429517
## 8664 1.107755e+00 1.264861759 0.01204618 -0.1429517
## 8665 1.108049e+00 -1.084058449 -0.00167326 -0.1429517
## 8666 1.108343e+00 -0.748498419 -0.00167326 -0.1429517
## 8667 1.108637e+00 -0.748498419 -0.00167326 -0.1429517
## 8668 1.108931e+00 1.852091811 -0.37209801 -0.1429517
## 8669 1.109226e+00 -0.245158375 -0.01539270 -0.1429517
## 8670 1.109520e+00 0.677631707 -0.00167326 -0.1429517
## 8671 1.109814e+00 -1.084058449 0.01204618 -0.1429517
## 8672 1.110402e+00 -0.580718405 -0.15258705 -0.1429517
## 8673 1.110696e+00 -0.245158375 -0.00167326 -0.1429517
## 8674 1.110990e+00 1.348751767 -0.00167326 -0.1429517
## 8675 1.111284e+00 -0.329048382 -0.00167326 -0.1429517
## 8676 1.111579e+00 -0.412938390 -0.00167326 -0.1429517
## 8677 1.111873e+00 0.509851692 -0.00167326 -0.1429517
## 8678 1.112167e+00 2.355431856 0.01204618 -0.1429517
## 8679 1.112461e+00 -0.916278434 -0.00167326 -0.1429517
## 8680 1.112755e+00 1.097081744 -0.00167326 -0.1429517
## 8681 1.113049e+00 -0.748498419 -0.00167326 -0.1429517
## 8682 1.113343e+00 -0.329048382 0.01204618 -0.1429517
## 8683 1.113932e+00 -0.664608412 -0.00167326 2.0078307
## 8684 1.114226e+00 -0.832388427 -0.00167326 -0.1429517
## 8685 1.114814e+00 0.090401655 -0.00167326 2.0078307
## 8686 1.115108e+00 1.768201804 0.01204618 -0.1429517
## 8687 1.115402e+00 -0.496828397 -0.00167326 -0.1429517
## 8688 1.115696e+00 -0.412938390 -0.00167326 -0.1429517
## 8689 1.115990e+00 -1.167948457 -0.00167326 -0.1429517
## 8690 1.116285e+00 -1.167948457 -0.00167326 -0.1429517
## 8691 1.116579e+00 -1.084058449 -0.01539270 -0.1429517
## 8692 1.116873e+00 -0.580718405 -0.00167326 -0.1429517
## 8693 1.117167e+00 0.006511648 0.01204618 -0.1429517
## 8694 1.117461e+00 -1.000168442 -0.00167326 -0.1429517
## 8695 1.118049e+00 1.097081744 0.01204618 -0.1429517
## 8696 1.118344e+00 1.180971752 -0.00167326 -0.1429517
## 8697 1.118638e+00 -1.084058449 -0.00167326 -0.1429517
## 8698 1.118932e+00 -0.664608412 -0.00167326 -0.1429517
## 8699 1.119226e+00 0.174291662 0.01204618 -0.1429517
## 8700 1.119520e+00 -0.161268367 -0.00167326 -0.1429517
## 8701 1.119814e+00 0.761521715 -0.00167326 -0.1429517
## 8702 1.120108e+00 -1.084058449 -0.00167326 -0.1429517
## 8703 1.120402e+00 0.761521715 -0.18002592 -0.1429517
## 8704 1.120697e+00 -1.000168442 -0.00167326 -0.1429517
## 8705 1.121285e+00 2.858771901 -0.01539270 -0.1429517
## 8706 1.121873e+00 -1.084058449 -0.00167326 -0.1429517
## 8707 1.122167e+00 -0.916278434 0.01204618 -0.1429517
## 8708 1.122461e+00 0.761521715 -0.00167326 -0.1429517
## 8709 1.122755e+00 2.439321863 -0.00167326 -0.1429517
## 8710 1.123050e+00 -0.748498419 8.57297377 -0.1429517
## 8711 1.123344e+00 -0.748498419 -0.00167326 -0.1429517
## 8712 1.123638e+00 -0.496828397 -0.00167326 -0.1429517
## 8713 1.123932e+00 2.858771901 -0.00167326 -0.1429517
## 8714 1.124226e+00 -0.748498419 -0.00167326 -0.1429517
## 8715 1.124520e+00 0.006511648 -0.15258705 -0.1429517
## 8716 1.124814e+00 -0.412938390 -0.00167326 -0.1429517
## 8717 1.125108e+00 -1.000168442 -0.00167326 -0.1429517
## 8718 1.125403e+00 -0.832388427 -0.00167326 -0.1429517
## 8719 1.125697e+00 -1.000168442 -0.00167326 -0.1429517
## 8720 1.125991e+00 0.593741700 -0.01539270 -0.1429517
## 8721 1.126285e+00 -0.329048382 -0.00167326 -0.1429517
## 8722 1.126579e+00 -1.000168442 -0.00167326 -0.1429517
## 8723 1.127167e+00 -0.580718405 -0.00167326 -0.1429517
## 8724 1.127462e+00 -1.251838464 -0.00167326 -0.1429517
## 8725 1.127756e+00 0.509851692 0.01204618 -0.1429517
## 8726 1.128050e+00 -0.916278434 -0.00167326 -0.1429517
## 8727 1.128344e+00 0.090401655 -0.27606196 -0.1429517
## 8728 1.128638e+00 0.174291662 -0.00167326 -0.1429517
## 8729 1.128932e+00 -1.167948457 -0.00167326 -0.1429517
## 8730 1.129226e+00 -0.664608412 -0.00167326 -0.1429517
## 8731 1.129520e+00 -0.412938390 -0.00167326 -0.1429517
## 8732 1.129815e+00 -0.748498419 -0.00167326 -0.1429517
## 8733 1.130109e+00 0.593741700 0.01204618 -0.1429517
## 8734 1.130403e+00 -1.000168442 -0.00167326 -0.1429517
## 8735 1.130697e+00 0.677631707 -1.78519984 -0.1429517
## 8736 1.130991e+00 -1.084058449 -0.00167326 -0.1429517
## 8737 1.131285e+00 1.684311796 -0.02911213 -0.1429517
## 8738 1.131579e+00 -0.496828397 -0.00167326 -0.1429517
## 8739 1.131873e+00 0.761521715 -0.00167326 -0.1429517
## 8740 1.132168e+00 0.258181670 0.73917624 -0.1429517
## 8741 1.132462e+00 -0.161268367 -0.00167326 -0.1429517
## 8742 1.132756e+00 -0.916278434 -0.00167326 -0.1429517
## 8743 1.133050e+00 -1.000168442 0.01204618 -0.1429517
## 8744 1.133344e+00 2.439321863 -0.00167326 -0.1429517
## 8745 1.133638e+00 1.097081744 -0.00167326 -0.1429517
## 8746 1.133932e+00 0.090401655 0.01204618 -0.1429517
## 8747 1.134226e+00 -0.245158375 11.05619155 -0.1429517
## 8748 1.134521e+00 2.019871826 -0.00167326 -0.1429517
## 8749 1.134815e+00 0.342071677 0.01204618 -0.1429517
## 8750 1.135109e+00 -0.412938390 -0.00167326 -0.1429517
## 8751 1.135403e+00 -1.084058449 -0.02911213 -0.1429517
## 8752 1.135697e+00 -1.251838464 0.01204618 -0.1429517
## 8753 1.135991e+00 -1.167948457 -0.00167326 -0.1429517
## 8754 1.136285e+00 -0.916278434 0.01204618 -0.1429517
## 8755 1.136580e+00 1.180971752 -0.53673123 -0.1429517
## 8756 1.136874e+00 1.684311796 0.01204618 -0.1429517
## 8757 1.137168e+00 1.264861759 -0.42697575 -0.1429517
## 8758 1.137462e+00 -0.412938390 -0.00167326 -0.1429517
## 8759 1.137756e+00 1.348751767 0.30015432 -0.1429517
## 8760 1.138050e+00 -1.167948457 1.53490349 -0.1429517
## 8761 1.138344e+00 -1.167948457 -0.00167326 2.0078307
## 8762 1.138638e+00 -0.916278434 -0.00167326 -0.1429517
## 8763 1.138933e+00 -0.329048382 -0.00167326 -0.1429517
## 8764 1.139227e+00 -1.084058449 -0.00167326 -0.1429517
## 8765 1.139521e+00 -1.000168442 -0.00167326 -0.1429517
## 8766 1.139815e+00 -1.000168442 -0.00167326 -0.1429517
## 8767 1.140109e+00 -0.245158375 -0.00167326 -0.1429517
## 8768 1.140403e+00 -0.580718405 -0.00167326 -0.1429517
## 8769 1.140697e+00 1.264861759 -0.92087542 2.0078307
## 8770 1.140991e+00 -0.916278434 -0.00167326 -0.1429517
## 8771 1.141580e+00 -1.335728472 -0.00167326 -0.1429517
## 8772 1.141874e+00 -0.329048382 0.01204618 -0.1429517
## 8773 1.142168e+00 -0.496828397 0.01204618 -0.1429517
## 8774 1.142462e+00 0.509851692 -0.00167326 -0.1429517
## 8775 1.142756e+00 -0.580718405 -0.00167326 -0.1429517
## 8776 1.143050e+00 -1.167948457 -0.00167326 -0.1429517
## 8777 1.143344e+00 -0.496828397 -0.00167326 -0.1429517
## 8778 1.143639e+00 1.180971752 -0.00167326 -0.1429517
## 8779 1.144227e+00 2.019871826 -4.59768407 -0.1429517
## 8780 1.144521e+00 0.090401655 -0.00167326 -0.1429517
## 8781 1.144815e+00 -0.580718405 4.55317924 -0.1429517
## 8782 1.145109e+00 -0.748498419 -0.00167326 -0.1429517
## 8783 1.145403e+00 0.090401655 -0.00167326 -0.1429517
## 8784 1.145992e+00 0.593741700 0.01204618 -0.1429517
## 8785 1.146286e+00 0.677631707 -0.00167326 -0.1429517
## 8786 1.147168e+00 0.258181670 -0.00167326 -0.1429517
## 8787 1.147462e+00 -0.412938390 -0.00167326 -0.1429517
## 8788 1.147756e+00 -1.084058449 -0.00167326 -0.1429517
## 8789 1.148051e+00 0.929301729 -0.00167326 -0.1429517
## 8790 1.148345e+00 1.600421789 -0.00167326 -0.1429517
## 8791 1.148933e+00 0.258181670 -0.00167326 -0.1429517
## 8792 1.149227e+00 0.090401655 -0.00167326 -0.1429517
## 8793 1.149521e+00 -0.329048382 0.01204618 -0.1429517
## 8794 1.149815e+00 -0.664608412 -0.78368107 -0.1429517
## 8795 1.150109e+00 -1.084058449 -0.00167326 -0.1429517
## 8796 1.150404e+00 -0.496828397 -0.00167326 -0.1429517
## 8797 1.150698e+00 -1.000168442 0.56082358 -0.1429517
## 8798 1.150992e+00 0.342071677 -0.00167326 -0.1429517
## 8799 1.151286e+00 1.013191737 -0.00167326 -0.1429517
## 8800 1.151580e+00 -0.748498419 -0.00167326 -0.1429517
## 8801 1.151874e+00 -1.167948457 -0.04283157 -0.1429517
## 8802 1.152168e+00 1.684311796 -0.53673123 -0.1429517
## 8803 1.152462e+00 2.355431856 -0.00167326 -0.1429517
## 8804 1.152757e+00 -0.664608412 -0.00167326 -0.1429517
## 8805 1.153051e+00 1.684311796 -0.00167326 -0.1429517
## 8806 1.153345e+00 2.103761834 -0.81111994 -0.1429517
## 8807 1.153639e+00 1.852091811 -0.44069519 -0.1429517
## 8808 1.153933e+00 -1.251838464 0.01204618 -0.1429517
## 8809 1.154521e+00 1.600421789 -0.00167326 -0.1429517
## 8810 1.155404e+00 -0.748498419 -0.00167326 -0.1429517
## 8811 1.155698e+00 0.174291662 -0.11142874 -0.1429517
## 8812 1.155992e+00 -0.832388427 -2.32025782 -0.1429517
## 8813 1.156286e+00 -0.077378360 -0.00167326 -0.1429517
## 8814 1.156580e+00 2.103761834 -0.00167326 -0.1429517
## 8815 1.156874e+00 1.097081744 -0.07027044 -0.1429517
## 8816 1.157169e+00 -0.832388427 -0.00167326 2.0078307
## 8817 1.157463e+00 1.852091811 -0.00167326 -0.1429517
## 8818 1.158051e+00 0.929301729 -0.74252276 -0.1429517
## 8819 1.158345e+00 -1.167948457 -0.00167326 -0.1429517
## 8820 1.158639e+00 -0.245158375 -0.00167326 -0.1429517
## 8821 1.158933e+00 -0.832388427 -0.00167326 -0.1429517
## 8822 1.159227e+00 -0.412938390 -0.00167326 -0.1429517
## 8823 1.159522e+00 -1.251838464 -0.00167326 -0.1429517
## 8824 1.159816e+00 0.006511648 1.32911196 -0.1429517
## 8825 1.160110e+00 -0.161268367 -0.00167326 -0.1429517
## 8826 1.160404e+00 -1.419618479 -5.66780002 8.4601779
## 8827 1.160698e+00 -0.748498419 -0.00167326 -0.1429517
## 8828 1.160992e+00 1.180971752 4.15531562 -0.1429517
## 8829 1.161286e+00 1.516531782 0.01204618 -0.1429517
## 8830 1.161580e+00 -0.496828397 -0.00167326 -0.1429517
## 8831 1.161875e+00 0.342071677 -3.14342393 -0.1429517
## 8832 1.162169e+00 -0.580718405 0.01204618 -0.1429517
## 8833 1.162463e+00 1.516531782 -0.02911213 -0.1429517
## 8834 1.162757e+00 1.852091811 -0.19374535 -0.1429517
## 8835 1.163051e+00 0.761521715 -0.00167326 -0.1429517
## 8836 1.163345e+00 -0.496828397 -1.62056662 -0.1429517
## 8837 1.163639e+00 -0.664608412 -0.00167326 -0.1429517
## 8838 1.163933e+00 -1.084058449 -0.00167326 -0.1429517
## 8839 1.164228e+00 0.342071677 -0.38581745 -0.1429517
## 8840 1.164522e+00 1.097081744 -0.00167326 -0.1429517
## 8841 1.164816e+00 -0.496828397 0.01204618 -0.1429517
## 8842 1.165110e+00 -0.832388427 0.01204618 -0.1429517
## 8843 1.165404e+00 2.690991886 -0.00167326 -0.1429517
## 8844 1.165698e+00 -0.496828397 0.01204618 -0.1429517
## 8845 1.165992e+00 1.516531782 -0.00167326 -0.1429517
## 8846 1.166581e+00 -1.000168442 -0.53673123 -0.1429517
## 8847 1.166875e+00 1.180971752 -0.04283157 -0.1429517
## 8848 1.167169e+00 1.768201804 -0.46813406 -0.1429517
## 8849 1.167463e+00 0.761521715 -0.00167326 -0.1429517
## 8850 1.167757e+00 -0.580718405 -0.00167326 -0.1429517
## 8851 1.168051e+00 1.684311796 -0.00167326 -0.1429517
## 8852 1.168345e+00 -0.748498419 -0.00167326 2.0078307
## 8853 1.168640e+00 1.348751767 -0.86599768 -0.1429517
## 8854 1.168934e+00 0.929301729 -0.00167326 -0.1429517
## 8855 1.169228e+00 -0.412938390 -0.00167326 -0.1429517
## 8856 1.169522e+00 1.097081744 -0.00167326 -0.1429517
## 8857 1.169816e+00 0.845411722 0.01204618 -0.1429517
## 8858 1.170404e+00 -0.916278434 0.01204618 -0.1429517
## 8859 1.170698e+00 3.529891960 -0.00167326 -0.1429517
## 8860 1.170993e+00 -1.167948457 -0.00167326 -0.1429517
## 8861 1.171287e+00 0.929301729 -1.66172492 -0.1429517
## 8862 1.171581e+00 1.600421789 -0.00167326 -0.1429517
## 8863 1.171875e+00 1.600421789 -0.00167326 -0.1429517
## 8864 1.172169e+00 -0.748498419 -0.00167326 -0.1429517
## 8865 1.172463e+00 -1.000168442 0.01204618 -0.1429517
## 8866 1.172757e+00 -0.664608412 -1.16782526 -0.1429517
## 8867 1.173051e+00 -1.167948457 -1.01691147 -0.1429517
## 8868 1.173346e+00 0.258181670 -0.00167326 -0.1429517
## 8869 1.173640e+00 0.342071677 0.01204618 -0.1429517
## 8870 1.173934e+00 0.006511648 -0.00167326 -0.1429517
## 8871 1.174228e+00 -1.251838464 -0.00167326 -0.1429517
## 8872 1.174522e+00 -0.496828397 -0.00167326 -0.1429517
## 8873 1.174816e+00 -0.412938390 -0.00167326 2.0078307
## 8874 1.175110e+00 -0.496828397 -0.05655100 -0.1429517
## 8875 1.175405e+00 0.509851692 -0.00167326 -0.1429517
## 8876 1.175699e+00 -0.245158375 -0.00167326 -0.1429517
## 8877 1.175993e+00 1.097081744 -0.31722027 -0.1429517
## 8878 1.176581e+00 0.342071677 -1.63428605 -0.1429517
## 8879 1.176875e+00 1.432641774 -0.00167326 -0.1429517
## 8880 1.177169e+00 -0.412938390 -0.00167326 -0.1429517
## 8881 1.177758e+00 -0.329048382 0.01204618 -0.1429517
## 8882 1.178052e+00 -0.412938390 -0.00167326 -0.1429517
## 8883 1.178346e+00 -1.084058449 -0.00167326 -0.1429517
## 8884 1.178640e+00 0.761521715 -0.16630648 -0.1429517
## 8885 1.178934e+00 1.768201804 -0.67392559 -0.1429517
## 8886 1.179228e+00 0.929301729 0.01204618 -0.1429517
## 8887 1.179522e+00 1.432641774 -0.83855881 -0.1429517
## 8888 1.180111e+00 -0.496828397 -0.00167326 -0.1429517
## 8889 1.180405e+00 -0.748498419 -0.00167326 -0.1429517
## 8890 1.180699e+00 -1.084058449 -0.01539270 -0.1429517
## 8891 1.180993e+00 -0.245158375 -0.63276728 -0.1429517
## 8892 1.181287e+00 -0.245158375 0.01204618 -0.1429517
## 8893 1.181581e+00 0.342071677 -0.00167326 -0.1429517
## 8894 1.181875e+00 0.006511648 -0.00167326 -0.1429517
## 8895 1.182169e+00 -0.748498419 0.01204618 -0.1429517
## 8896 1.182464e+00 -0.664608412 0.01204618 -0.1429517
## 8897 1.182758e+00 -0.664608412 -0.37209801 -0.1429517
## 8898 1.183052e+00 0.593741700 0.01204618 -0.1429517
## 8899 1.183346e+00 -0.077378360 0.31387375 -0.1429517
## 8900 1.183640e+00 -0.496828397 -0.00167326 6.3093955
## 8901 1.184228e+00 1.516531782 0.01204618 -0.1429517
## 8902 1.184523e+00 1.013191737 -1.68916379 -0.1429517
## 8903 1.184817e+00 -0.664608412 1.43886744 -0.1429517
## 8904 1.185111e+00 -0.664608412 14.08818673 -0.1429517
## 8905 1.185405e+00 -0.916278434 -0.00167326 -0.1429517
## 8906 1.185699e+00 -0.245158375 0.01204618 -0.1429517
## 8907 1.185993e+00 -0.580718405 5.59585632 -0.1429517
## 8908 1.186287e+00 -0.832388427 -0.00167326 -0.1429517
## 8909 1.186581e+00 -1.084058449 -0.00167326 -0.1429517
## 8910 1.186876e+00 0.677631707 -0.74252276 -0.1429517
## 8911 1.187170e+00 1.432641774 -0.00167326 -0.1429517
## 8912 1.187464e+00 -1.167948457 0.01204618 -0.1429517
## 8913 1.187758e+00 -0.580718405 -0.00167326 -0.1429517
## 8914 1.188052e+00 -1.167948457 0.47850697 -0.1429517
## 8915 1.188346e+00 1.013191737 -0.00167326 -0.1429517
## 8916 1.188640e+00 -0.748498419 -0.00167326 -0.1429517
## 8917 1.188934e+00 1.264861759 -0.00167326 -0.1429517
## 8918 1.189229e+00 -1.000168442 -0.00167326 -0.1429517
## 8919 1.189817e+00 -1.251838464 0.01204618 -0.1429517
## 8920 1.190111e+00 -0.329048382 -0.00167326 -0.1429517
## 8921 1.190405e+00 -0.077378360 -0.00167326 -0.1429517
## 8922 1.190699e+00 -0.245158375 -0.00167326 -0.1429517
## 8923 1.190993e+00 1.264861759 -0.02911213 -0.1429517
## 8924 1.191287e+00 -0.664608412 -0.00167326 -0.1429517
## 8925 1.191582e+00 -0.748498419 -0.00167326 -0.1429517
## 8926 1.191876e+00 -0.664608412 -0.00167326 2.0078307
## 8927 1.192170e+00 -0.496828397 0.01204618 -0.1429517
## 8928 1.192464e+00 -1.167948457 -0.00167326 -0.1429517
## 8929 1.192758e+00 -0.412938390 -2.92391297 -0.1429517
## 8930 1.193052e+00 2.942661908 -0.04283157 -0.1429517
## 8931 1.193346e+00 -0.916278434 0.01204618 -0.1429517
## 8932 1.193641e+00 1.013191737 -0.00167326 -0.1429517
## 8933 1.193935e+00 1.852091811 -0.00167326 -0.1429517
## 8934 1.194229e+00 1.935981819 -0.00167326 -0.1429517
## 8935 1.194523e+00 -0.245158375 -0.00167326 -0.1429517
## 8936 1.194817e+00 -0.664608412 0.01204618 4.1586131
## 8937 1.195111e+00 -0.580718405 0.01204618 -0.1429517
## 8938 1.195405e+00 -0.916278434 -0.00167326 -0.1429517
## 8939 1.195994e+00 0.845411722 1.67209784 -0.1429517
## 8940 1.196582e+00 1.264861759 -0.00167326 -0.1429517
## 8941 1.196876e+00 -0.412938390 -0.04283157 -0.1429517
## 8942 1.197170e+00 -0.832388427 0.51966528 -0.1429517
## 8943 1.197464e+00 0.929301729 -0.00167326 -0.1429517
## 8944 1.197758e+00 0.677631707 -0.00167326 -0.1429517
## 8945 1.198052e+00 0.677631707 -0.00167326 -0.1429517
## 8946 1.198347e+00 -0.916278434 -0.00167326 -0.1429517
## 8947 1.198935e+00 -1.251838464 -0.01539270 -0.1429517
## 8948 1.199229e+00 -0.077378360 -0.00167326 -0.1429517
## 8949 1.199523e+00 1.768201804 -1.46965283 -0.1429517
## 8950 1.199817e+00 -0.161268367 -0.00167326 -0.1429517
## 8951 1.200111e+00 -0.748498419 -0.00167326 -0.1429517
## 8952 1.200405e+00 -0.329048382 -0.00167326 -0.1429517
## 8953 1.200700e+00 -1.000168442 -0.31722027 -0.1429517
## 8954 1.200994e+00 2.103761834 -0.52301180 -0.1429517
## 8955 1.201288e+00 0.342071677 -0.00167326 -0.1429517
## 8956 1.201582e+00 1.264861759 -0.00167326 -0.1429517
## 8957 1.202170e+00 -0.832388427 -0.00167326 -0.1429517
## 8958 1.202464e+00 -1.084058449 -0.00167326 -0.1429517
## 8959 1.202758e+00 -0.832388427 -0.00167326 -0.1429517
## 8960 1.203053e+00 -0.245158375 -0.00167326 -0.1429517
## 8961 1.203347e+00 -1.251838464 0.01204618 -0.1429517
## 8962 1.203641e+00 -1.167948457 -0.00167326 -0.1429517
## 8963 1.203935e+00 -0.580718405 -0.05655100 -0.1429517
## 8964 1.204229e+00 -1.251838464 -0.00167326 -0.1429517
## 8965 1.204523e+00 1.600421789 0.01204618 -0.1429517
## 8966 1.204817e+00 -1.084058449 -0.00167326 -0.1429517
## 8967 1.205112e+00 -0.664608412 -0.00167326 -0.1429517
## 8968 1.205406e+00 0.845411722 -0.04283157 -0.1429517
## 8969 1.205700e+00 -0.077378360 -0.00167326 6.3093955
## 8970 1.205994e+00 1.684311796 -0.00167326 -0.1429517
## 8971 1.206288e+00 -0.916278434 -0.00167326 -0.1429517
## 8972 1.206582e+00 -1.251838464 0.01204618 -0.1429517
## 8973 1.206876e+00 -0.916278434 -0.16630648 6.3093955
## 8974 1.207170e+00 0.929301729 -0.00167326 2.0078307
## 8975 1.207465e+00 0.090401655 0.01204618 -0.1429517
## 8976 1.207759e+00 0.174291662 0.01204618 -0.1429517
## 8977 1.208053e+00 0.342071677 -0.00167326 -0.1429517
## 8978 1.208347e+00 -0.077378360 -0.27606196 -0.1429517
## 8979 1.208641e+00 0.509851692 -0.34465914 -0.1429517
## 8980 1.208935e+00 -1.167948457 -0.00167326 -0.1429517
## 8981 1.209229e+00 0.258181670 -0.00167326 -0.1429517
## 8982 1.209523e+00 -1.084058449 -0.00167326 -0.1429517
## 8983 1.209818e+00 -0.916278434 0.01204618 -0.1429517
## 8984 1.210112e+00 0.593741700 -0.00167326 -0.1429517
## 8985 1.210700e+00 -1.000168442 -0.00167326 -0.1429517
## 8986 1.210994e+00 0.425961685 -0.98947260 -0.1429517
## 8987 1.211288e+00 -1.335728472 -0.57788954 6.3093955
## 8988 1.211876e+00 -1.251838464 -0.00167326 -0.1429517
## 8989 1.212465e+00 1.852091811 -0.00167326 -0.1429517
## 8990 1.213347e+00 0.761521715 -0.00167326 -0.1429517
## 8991 1.213641e+00 -1.251838464 -0.00167326 -0.1429517
## 8992 1.213935e+00 -0.664608412 -1.29130017 -0.1429517
## 8993 1.214230e+00 -0.077378360 -0.00167326 -0.1429517
## 8994 1.214524e+00 1.516531782 -0.00167326 -0.1429517
## 8995 1.214818e+00 -0.077378360 0.01204618 -0.1429517
## 8996 1.215406e+00 1.852091811 -1.78519984 -0.1429517
## 8997 1.215700e+00 -0.664608412 -0.00167326 -0.1429517
## 8998 1.215994e+00 -0.496828397 0.01204618 -0.1429517
## 8999 1.216288e+00 -1.251838464 -0.00167326 -0.1429517
## 9000 1.216583e+00 -1.251838464 -0.02911213 -0.1429517
## 9001 1.216877e+00 -0.580718405 -0.00167326 -0.1429517
## 9002 1.217171e+00 -0.496828397 0.01204618 -0.1429517
## 9003 1.217465e+00 -1.167948457 -0.00167326 -0.1429517
## 9004 1.217759e+00 0.845411722 1.57606179 -0.1429517
## 9005 1.218053e+00 -0.916278434 -0.00167326 -0.1429517
## 9006 1.218347e+00 2.103761834 -0.50929236 -0.1429517
## 9007 1.218936e+00 0.677631707 0.47850697 2.0078307
## 9008 1.219524e+00 -1.167948457 -0.02911213 -0.1429517
## 9009 1.219818e+00 -0.916278434 0.01204618 -0.1429517
## 9010 1.220112e+00 -1.000168442 -0.00167326 -0.1429517
## 9011 1.220406e+00 -0.664608412 0.01204618 -0.1429517
## 9012 1.220700e+00 -0.916278434 -0.01539270 -0.1429517
## 9013 1.220994e+00 -0.329048382 0.38247093 -0.1429517
## 9014 1.221289e+00 -1.167948457 -7.19065733 2.0078307
## 9015 1.221583e+00 -1.000168442 -0.00167326 -0.1429517
## 9016 1.221877e+00 -1.084058449 -0.05655100 -0.1429517
## 9017 1.222465e+00 0.929301729 -0.75624220 -0.1429517
## 9018 1.222759e+00 1.516531782 -3.29433772 -0.1429517
## 9019 1.223053e+00 1.600421789 0.01204618 -0.1429517
## 9020 1.223642e+00 -0.748498419 -0.01539270 -0.1429517
## 9021 1.223936e+00 0.174291662 -0.48185349 -0.1429517
## 9022 1.224230e+00 0.006511648 -0.00167326 -0.1429517
## 9023 1.224524e+00 -1.251838464 0.01204618 -0.1429517
## 9024 1.224818e+00 1.516531782 -0.00167326 -0.1429517
## 9025 1.225112e+00 -0.748498419 -0.00167326 -0.1429517
## 9026 1.225406e+00 1.097081744 -0.00167326 -0.1429517
## 9027 1.225701e+00 -1.335728472 -0.00167326 -0.1429517
## 9028 1.225995e+00 2.355431856 3.74373256 -0.1429517
## 9029 1.226289e+00 1.768201804 -0.00167326 -0.1429517
## 9030 1.226583e+00 1.013191737 -0.00167326 -0.1429517
## 9031 1.226877e+00 -0.832388427 0.01204618 -0.1429517
## 9032 1.227171e+00 1.180971752 0.01204618 -0.1429517
## 9033 1.227465e+00 -0.077378360 -0.00167326 -0.1429517
## 9034 1.227759e+00 -1.167948457 -0.00167326 -0.1429517
## 9035 1.228054e+00 -1.000168442 -0.02911213 -0.1429517
## 9036 1.228348e+00 1.852091811 -0.01539270 -0.1429517
## 9037 1.228642e+00 -0.496828397 -1.23642243 -0.1429517
## 9038 1.228936e+00 1.097081744 -0.00167326 -0.1429517
## 9039 1.229230e+00 -0.077378360 2.92056645 -0.1429517
## 9040 1.229524e+00 -0.832388427 -0.00167326 -0.1429517
## 9041 1.229818e+00 0.593741700 -0.00167326 -0.1429517
## 9042 1.230407e+00 1.348751767 0.01204618 -0.1429517
## 9043 1.230995e+00 -0.329048382 0.01204618 -0.1429517
## 9044 1.231583e+00 1.516531782 -0.00167326 -0.1429517
## 9045 1.231877e+00 0.677631707 0.01204618 -0.1429517
## 9046 1.232171e+00 -0.832388427 0.01204618 -0.1429517
## 9047 1.232466e+00 -0.077378360 -0.02911213 -0.1429517
## 9048 1.232760e+00 -0.664608412 0.01204618 -0.1429517
## 9049 1.233054e+00 0.425961685 -0.70136446 -0.1429517
## 9050 1.233348e+00 1.348751767 -0.00167326 -0.1429517
## 9051 1.233642e+00 -0.748498419 -0.00167326 -0.1429517
## 9052 1.233936e+00 1.013191737 -0.00167326 -0.1429517
## 9053 1.234230e+00 -0.664608412 -0.00167326 -0.1429517
## 9054 1.234524e+00 -1.084058449 -0.00167326 -0.1429517
## 9055 1.234819e+00 0.090401655 0.01204618 -0.1429517
## 9056 1.235113e+00 1.852091811 0.01204618 -0.1429517
## 9057 1.235407e+00 0.090401655 0.01204618 -0.1429517
## 9058 1.235701e+00 0.509851692 -0.02911213 -0.1429517
## 9059 1.236289e+00 1.516531782 -0.00167326 -0.1429517
## 9060 1.236583e+00 0.090401655 -0.53673123 -0.1429517
## 9061 1.236877e+00 -1.167948457 -0.45441462 -0.1429517
## 9062 1.237172e+00 -0.832388427 -0.00167326 -0.1429517
## 9063 1.237466e+00 -0.664608412 3.90836578 -0.1429517
## 9064 1.237760e+00 -0.329048382 -0.00167326 -0.1429517
## 9065 1.238348e+00 -0.916278434 -1.31873904 -0.1429517
## 9066 1.238642e+00 1.432641774 -0.02911213 -0.1429517
## 9067 1.238936e+00 -0.161268367 -0.01539270 -0.1429517
## 9068 1.239525e+00 -1.167948457 -0.00167326 -0.1429517
## 9069 1.239819e+00 0.761521715 0.01204618 -0.1429517
## 9070 1.240113e+00 0.929301729 -0.00167326 -0.1429517
## 9071 1.240407e+00 -0.580718405 -0.00167326 -0.1429517
## 9072 1.240701e+00 -0.580718405 -0.00167326 -0.1429517
## 9073 1.240995e+00 1.684311796 -0.00167326 -0.1429517
## 9074 1.241289e+00 -0.580718405 -0.00167326 2.0078307
## 9075 1.241584e+00 2.607101878 -0.00167326 -0.1429517
## 9076 1.241878e+00 -0.412938390 -0.01539270 -0.1429517
## 9077 1.242172e+00 -1.251838464 0.01204618 -0.1429517
## 9078 1.242466e+00 -0.664608412 -0.00167326 -0.1429517
## 9079 1.242760e+00 -0.916278434 -0.00167326 -0.1429517
## 9080 1.243054e+00 -0.832388427 -0.00167326 -0.1429517
## 9081 1.243348e+00 1.516531782 0.01204618 -0.1429517
## 9082 1.243642e+00 0.006511648 -0.00167326 -0.1429517
## 9083 1.244231e+00 1.432641774 -0.00167326 -0.1429517
## 9084 1.244525e+00 -0.077378360 -0.30350084 -0.1429517
## 9085 1.244819e+00 0.593741700 -0.00167326 -0.1429517
## 9086 1.245113e+00 -0.412938390 -0.00167326 -0.1429517
## 9087 1.245407e+00 -0.329048382 -0.41325632 -0.1429517
## 9088 1.245701e+00 1.013191737 -0.00167326 -0.1429517
## 9089 1.245995e+00 0.342071677 0.10808222 -0.1429517
## 9090 1.246290e+00 1.013191737 -0.00167326 -0.1429517
## 9091 1.246584e+00 -0.580718405 -0.93459486 -0.1429517
## 9092 1.246878e+00 0.509851692 0.01204618 -0.1429517
## 9093 1.247172e+00 -0.748498419 -0.00167326 -0.1429517
## 9094 1.247466e+00 -0.832388427 -0.35837858 -0.1429517
## 9095 1.247760e+00 -0.329048382 0.01204618 -0.1429517
## 9096 1.248643e+00 1.264861759 0.01204618 -0.1429517
## 9097 1.248937e+00 -0.916278434 -0.00167326 -0.1429517
## 9098 1.249231e+00 1.684311796 -0.00167326 -0.1429517
## 9099 1.249525e+00 -1.084058449 0.01204618 -0.1429517
## 9100 1.249819e+00 -0.496828397 0.01204618 -0.1429517
## 9101 1.250113e+00 -0.832388427 0.01204618 -0.1429517
## 9102 1.250701e+00 1.264861759 2.35806960 -0.1429517
## 9103 1.251290e+00 1.264861759 -0.00167326 -0.1429517
## 9104 1.251584e+00 -1.251838464 -0.00167326 -0.1429517
## 9105 1.251878e+00 1.768201804 -0.00167326 -0.1429517
## 9106 1.252172e+00 -1.335728472 -0.00167326 -0.1429517
## 9107 1.252466e+00 -0.832388427 -0.00167326 -0.1429517
## 9108 1.252760e+00 1.097081744 -0.00167326 -0.1429517
## 9109 1.253055e+00 -1.167948457 -0.00167326 -0.1429517
## 9110 1.253349e+00 -0.329048382 0.01204618 -0.1429517
## 9111 1.253643e+00 0.006511648 -0.00167326 -0.1429517
## 9112 1.253937e+00 -0.832388427 -0.00167326 -0.1429517
## 9113 1.254525e+00 -0.077378360 -0.00167326 -0.1429517
## 9114 1.254819e+00 -0.245158375 -0.00167326 -0.1429517
## 9115 1.255113e+00 -0.161268367 -1.22270300 -0.1429517
## 9116 1.255408e+00 -0.329048382 0.01204618 -0.1429517
## 9117 1.255702e+00 1.180971752 0.46478754 -0.1429517
## 9118 1.255996e+00 -0.496828397 0.93124834 -0.1429517
## 9119 1.256290e+00 -0.832388427 -1.30501961 -0.1429517
## 9120 1.256584e+00 -0.748498419 0.43734867 -0.1429517
## 9121 1.257172e+00 0.761521715 -0.00167326 -0.1429517
## 9122 1.257466e+00 1.348751767 -0.00167326 -0.1429517
## 9123 1.257761e+00 1.935981819 -0.00167326 -0.1429517
## 9124 1.258055e+00 -0.329048382 0.01204618 -0.1429517
## 9125 1.258349e+00 -0.748498419 -0.00167326 -0.1429517
## 9126 1.258643e+00 -0.580718405 -0.00167326 -0.1429517
## 9127 1.258937e+00 1.013191737 -0.82483937 -0.1429517
## 9128 1.259231e+00 0.425961685 -0.00167326 -0.1429517
## 9129 1.259819e+00 -1.335728472 -0.23490366 -0.1429517
## 9130 1.260114e+00 -1.251838464 -0.00167326 -0.1429517
## 9131 1.260408e+00 -0.832388427 -0.00167326 -0.1429517
## 9132 1.260702e+00 -0.664608412 -0.00167326 -0.1429517
## 9133 1.260996e+00 -0.916278434 -0.00167326 -0.1429517
## 9134 1.261290e+00 1.180971752 -0.00167326 -0.1429517
## 9135 1.261584e+00 -0.580718405 -0.00167326 -0.1429517
## 9136 1.261878e+00 0.425961685 0.01204618 -0.1429517
## 9137 1.262173e+00 -0.832388427 -0.00167326 -0.1429517
## 9138 1.262467e+00 -1.084058449 -0.15258705 -0.1429517
## 9139 1.263055e+00 -0.580718405 -0.00167326 -0.1429517
## 9140 1.263349e+00 1.348751767 -1.33245848 -0.1429517
## 9141 1.263643e+00 -0.916278434 -0.00167326 -0.1429517
## 9142 1.263937e+00 1.180971752 -0.34465914 -0.1429517
## 9143 1.264231e+00 -0.161268367 -0.00167326 -0.1429517
## 9144 1.264820e+00 -0.077378360 1.02728438 -0.1429517
## 9145 1.265114e+00 -0.832388427 0.01204618 -0.1429517
## 9146 1.265408e+00 -0.412938390 -0.56417010 -0.1429517
## 9147 1.265702e+00 0.761521715 -0.00167326 -0.1429517
## 9148 1.265996e+00 1.432641774 -0.00167326 -0.1429517
## 9149 1.266290e+00 0.509851692 0.01204618 -0.1429517
## 9150 1.266584e+00 0.509851692 -0.00167326 -0.1429517
## 9151 1.266879e+00 0.929301729 -0.00167326 -0.1429517
## 9152 1.267173e+00 1.852091811 -0.00167326 -0.1429517
## 9153 1.267467e+00 0.761521715 -0.41325632 -0.1429517
## 9154 1.267761e+00 -0.245158375 0.01204618 -0.1429517
## 9155 1.268055e+00 -0.664608412 -0.00167326 -0.1429517
## 9156 1.268349e+00 0.090401655 -0.00167326 -0.1429517
## 9157 1.268643e+00 -0.412938390 -0.00167326 -0.1429517
## 9158 1.268937e+00 -0.580718405 -0.00167326 -0.1429517
## 9159 1.269232e+00 0.761521715 -0.00167326 -0.1429517
## 9160 1.269526e+00 1.097081744 -0.00167326 -0.1429517
## 9161 1.269820e+00 -0.329048382 -0.00167326 -0.1429517
## 9162 1.270114e+00 -0.496828397 -0.00167326 2.0078307
## 9163 1.270408e+00 -0.748498419 -0.00167326 -0.1429517
## 9164 1.270702e+00 0.174291662 0.01204618 -0.1429517
## 9165 1.270996e+00 -0.664608412 0.01204618 -0.1429517
## 9166 1.271291e+00 -1.167948457 -0.00167326 -0.1429517
## 9167 1.271585e+00 -1.000168442 0.34131262 2.0078307
## 9168 1.271879e+00 -0.664608412 -0.00167326 -0.1429517
## 9169 1.272173e+00 -0.832388427 -0.39953688 -0.1429517
## 9170 1.272467e+00 1.180971752 -0.00167326 -0.1429517
## 9171 1.272761e+00 0.006511648 -0.00167326 -0.1429517
## 9172 1.273055e+00 1.852091811 -0.00167326 -0.1429517
## 9173 1.273349e+00 0.845411722 0.01204618 -0.1429517
## 9174 1.273644e+00 0.006511648 -0.00167326 -0.1429517
## 9175 1.273938e+00 -0.832388427 -0.00167326 -0.1429517
## 9176 1.274232e+00 -0.748498419 -0.00167326 -0.1429517
## 9177 1.274526e+00 1.432641774 -0.00167326 -0.1429517
## 9178 1.274820e+00 -0.245158375 0.21783770 2.0078307
## 9179 1.275408e+00 0.006511648 -0.00167326 -0.1429517
## 9180 1.276291e+00 -0.245158375 -0.00167326 -0.1429517
## 9181 1.276585e+00 -1.000168442 -0.00167326 -0.1429517
## 9182 1.277173e+00 -0.832388427 -0.00167326 -0.1429517
## 9183 1.277467e+00 -1.000168442 -0.00167326 2.0078307
## 9184 1.277761e+00 -0.832388427 -0.00167326 -0.1429517
## 9185 1.278055e+00 -0.748498419 -0.00167326 -0.1429517
## 9186 1.278350e+00 -0.329048382 0.01204618 -0.1429517
## 9187 1.278644e+00 -1.084058449 -0.00167326 -0.1429517
## 9188 1.278938e+00 -1.251838464 -0.00167326 -0.1429517
## 9189 1.279232e+00 -0.916278434 -0.00167326 -0.1429517
## 9190 1.279526e+00 -0.748498419 -6.46352726 -0.1429517
## 9191 1.280114e+00 0.174291662 -0.00167326 -0.1429517
## 9192 1.280409e+00 -0.496828397 -0.00167326 -0.1429517
## 9193 1.280703e+00 -0.077378360 -0.01539270 -0.1429517
## 9194 1.280997e+00 -0.496828397 -0.00167326 -0.1429517
## 9195 1.281585e+00 1.180971752 -0.00167326 -0.1429517
## 9196 1.281879e+00 -0.329048382 -0.00167326 -0.1429517
## 9197 1.282173e+00 2.019871826 -0.00167326 -0.1429517
## 9198 1.282467e+00 1.348751767 -0.00167326 -0.1429517
## 9199 1.282762e+00 0.342071677 -0.00167326 -0.1429517
## 9200 1.283056e+00 -1.000168442 -0.00167326 -0.1429517
## 9201 1.283350e+00 -0.664608412 -0.00167326 -0.1429517
## 9202 1.283644e+00 -1.084058449 -0.00167326 -0.1429517
## 9203 1.283938e+00 -1.084058449 -0.00167326 -0.1429517
## 9204 1.284232e+00 -1.167948457 -0.00167326 -0.1429517
## 9205 1.284526e+00 -0.077378360 0.01204618 -0.1429517
## 9206 1.284820e+00 0.090401655 -0.00167326 -0.1429517
## 9207 1.285115e+00 -1.167948457 -0.28978140 -0.1429517
## 9208 1.285409e+00 -0.412938390 -0.09770931 -0.1429517
## 9209 1.285703e+00 -0.329048382 0.01204618 -0.1429517
## 9210 1.285997e+00 -0.496828397 -0.02911213 -0.1429517
## 9211 1.286291e+00 1.013191737 -0.00167326 -0.1429517
## 9212 1.286585e+00 1.684311796 -0.37209801 -0.1429517
## 9213 1.286879e+00 -1.335728472 -0.00167326 -0.1429517
## 9214 1.287173e+00 -1.251838464 -0.00167326 -0.1429517
## 9215 1.287468e+00 3.026551916 -0.00167326 -0.1429517
## 9216 1.287762e+00 3.362111945 -0.15258705 -0.1429517
## 9217 1.288056e+00 -0.832388427 3.55166047 -0.1429517
## 9218 1.288350e+00 -0.748498419 -0.00167326 -0.1429517
## 9219 1.288644e+00 -0.916278434 -0.00167326 -0.1429517
## 9220 1.288938e+00 0.677631707 -0.02911213 -0.1429517
## 9221 1.289232e+00 -0.664608412 -0.00167326 2.0078307
## 9222 1.289527e+00 -1.251838464 0.39619036 -0.1429517
## 9223 1.289821e+00 -0.580718405 -0.00167326 -0.1429517
## 9224 1.290115e+00 -0.161268367 -0.00167326 -0.1429517
## 9225 1.290409e+00 1.600421789 -0.00167326 -0.1429517
## 9226 1.290703e+00 1.852091811 -0.00167326 -0.1429517
## 9227 1.290997e+00 1.600421789 -1.73032210 -0.1429517
## 9228 1.291291e+00 -0.412938390 -0.00167326 -0.1429517
## 9229 1.291585e+00 -0.664608412 -0.00167326 -0.1429517
## 9230 1.291880e+00 -1.000168442 -0.00167326 -0.1429517
## 9231 1.292468e+00 0.425961685 0.01204618 -0.1429517
## 9232 1.292762e+00 -1.167948457 -0.00167326 -0.1429517
## 9233 1.293056e+00 -0.329048382 0.01204618 -0.1429517
## 9234 1.293644e+00 -0.496828397 -0.00167326 -0.1429517
## 9235 1.293938e+00 -0.496828397 -0.01539270 -0.1429517
## 9236 1.294233e+00 -0.161268367 -0.05655100 -0.1429517
## 9237 1.294527e+00 -1.084058449 -0.00167326 -0.1429517
## 9238 1.294821e+00 -0.580718405 -1.01691147 -0.1429517
## 9239 1.295115e+00 0.006511648 -0.00167326 -0.1429517
## 9240 1.295409e+00 -0.580718405 -0.00167326 -0.1429517
## 9241 1.295703e+00 -0.496828397 -0.00167326 -0.1429517
## 9242 1.295997e+00 -0.412938390 -0.00167326 -0.1429517
## 9243 1.296291e+00 -1.251838464 0.01204618 -0.1429517
## 9244 1.296586e+00 0.761521715 -0.60532841 -0.1429517
## 9245 1.296880e+00 -0.664608412 -0.00167326 -0.1429517
## 9246 1.297174e+00 2.355431856 -0.00167326 -0.1429517
## 9247 1.297762e+00 -0.664608412 -0.00167326 -0.1429517
## 9248 1.298056e+00 -0.580718405 -0.00167326 -0.1429517
## 9249 1.298644e+00 -0.664608412 -0.00167326 -0.1429517
## 9250 1.298939e+00 2.019871826 -0.92087542 -0.1429517
## 9251 1.299233e+00 -0.077378360 -0.00167326 -0.1429517
## 9252 1.299527e+00 0.090401655 -0.00167326 -0.1429517
## 9253 1.299821e+00 -0.329048382 0.69801794 -0.1429517
## 9254 1.300115e+00 1.013191737 -0.00167326 -0.1429517
## 9255 1.300409e+00 -1.167948457 -0.00167326 -0.1429517
## 9256 1.300703e+00 -1.000168442 -0.00167326 -0.1429517
## 9257 1.300998e+00 -1.335728472 0.01204618 -0.1429517
## 9258 1.301292e+00 1.684311796 -0.57788954 -0.1429517
## 9259 1.301586e+00 0.425961685 -0.00167326 -0.1429517
## 9260 1.301880e+00 -0.580718405 -0.00167326 -0.1429517
## 9261 1.302174e+00 -0.412938390 -0.00167326 -0.1429517
## 9262 1.302468e+00 0.509851692 -0.00167326 -0.1429517
## 9263 1.302762e+00 1.768201804 0.01204618 -0.1429517
## 9264 1.303056e+00 -1.000168442 -0.00167326 -0.1429517
## 9265 1.303351e+00 2.187651841 -0.00167326 -0.1429517
## 9266 1.303645e+00 -1.084058449 -0.00167326 -0.1429517
## 9267 1.303939e+00 0.342071677 -0.00167326 -0.1429517
## 9268 1.304233e+00 -1.251838464 -0.00167326 -0.1429517
## 9269 1.304527e+00 1.180971752 -0.00167326 -0.1429517
## 9270 1.304821e+00 -0.329048382 -0.00167326 4.1586131
## 9271 1.305115e+00 1.013191737 -0.00167326 -0.1429517
## 9272 1.305409e+00 1.264861759 -0.00167326 -0.1429517
## 9273 1.305704e+00 1.348751767 5.96628107 -0.1429517
## 9274 1.305998e+00 -0.664608412 -0.00167326 -0.1429517
## 9275 1.306292e+00 -0.329048382 -0.00167326 -0.1429517
## 9276 1.306586e+00 -0.245158375 -0.00167326 2.0078307
## 9277 1.306880e+00 -0.748498419 0.67057907 -0.1429517
## 9278 1.307174e+00 0.761521715 -0.00167326 -0.1429517
## 9279 1.307468e+00 1.768201804 -0.00167326 -0.1429517
## 9280 1.307762e+00 2.271541849 0.01204618 -0.1429517
## 9281 1.308057e+00 0.593741700 -1.31873904 -0.1429517
## 9282 1.308351e+00 0.677631707 -0.00167326 -0.1429517
## 9283 1.308939e+00 -0.664608412 0.01204618 -0.1429517
## 9284 1.309527e+00 -0.329048382 2.35806960 4.1586131
## 9285 1.309821e+00 -0.916278434 0.01204618 -0.1429517
## 9286 1.310116e+00 -0.077378360 -0.18002592 -0.1429517
## 9287 1.310410e+00 0.509851692 -0.00167326 -0.1429517
## 9288 1.310704e+00 -1.000168442 -0.00167326 -0.1429517
## 9289 1.311292e+00 1.516531782 -0.00167326 -0.1429517
## 9290 1.311586e+00 2.690991886 0.01204618 -0.1429517
## 9291 1.311880e+00 -0.077378360 -0.00167326 -0.1429517
## 9292 1.312174e+00 0.258181670 -0.00167326 -0.1429517
## 9293 1.312469e+00 0.425961685 -0.00167326 -0.1429517
## 9294 1.312763e+00 -1.251838464 0.01204618 -0.1429517
## 9295 1.313057e+00 0.845411722 -0.00167326 -0.1429517
## 9296 1.313351e+00 -0.496828397 -0.00167326 2.0078307
## 9297 1.313645e+00 -0.245158375 0.01204618 -0.1429517
## 9298 1.313939e+00 -0.077378360 -0.01539270 -0.1429517
## 9299 1.314233e+00 -1.000168442 3.18123572 -0.1429517
## 9300 1.314527e+00 -0.916278434 -0.49557293 -0.1429517
## 9301 1.314822e+00 -0.496828397 9.31382327 4.1586131
## 9302 1.315116e+00 -0.245158375 -0.00167326 -0.1429517
## 9303 1.315410e+00 0.342071677 -0.00167326 -0.1429517
## 9304 1.315704e+00 -0.496828397 0.01204618 -0.1429517
## 9305 1.315998e+00 0.929301729 -0.09770931 -0.1429517
## 9306 1.316292e+00 -0.329048382 -0.00167326 -0.1429517
## 9307 1.316586e+00 -0.916278434 -0.00167326 -0.1429517
## 9308 1.316880e+00 -0.916278434 -0.16630648 -0.1429517
## 9309 1.317175e+00 -0.580718405 0.01204618 -0.1429517
## 9310 1.317469e+00 -0.077378360 -0.00167326 -0.1429517
## 9311 1.317763e+00 -0.832388427 -0.00167326 -0.1429517
## 9312 1.318057e+00 -0.496828397 -0.01539270 -0.1429517
## 9313 1.318351e+00 0.258181670 -0.05655100 -0.1429517
## 9314 1.318645e+00 -0.916278434 -0.00167326 -0.1429517
## 9315 1.318939e+00 -0.496828397 -0.00167326 -0.1429517
## 9316 1.319234e+00 -0.580718405 -0.00167326 -0.1429517
## 9317 1.319528e+00 0.090401655 -0.01539270 -0.1429517
## 9318 1.319822e+00 1.097081744 -0.01539270 -0.1429517
## 9319 1.320116e+00 -0.832388427 0.01204618 -0.1429517
## 9320 1.320410e+00 -0.496828397 0.01204618 -0.1429517
## 9321 1.320704e+00 -0.748498419 -0.00167326 -0.1429517
## 9322 1.321292e+00 -1.000168442 -0.00167326 2.0078307
## 9323 1.321587e+00 -1.251838464 -0.00167326 -0.1429517
## 9324 1.321881e+00 -0.412938390 -0.00167326 -0.1429517
## 9325 1.322175e+00 1.348751767 -0.00167326 -0.1429517
## 9326 1.322469e+00 -0.245158375 -0.00167326 -0.1429517
## 9327 1.322763e+00 0.677631707 -0.00167326 2.0078307
## 9328 1.323057e+00 -0.496828397 0.01204618 -0.1429517
## 9329 1.323351e+00 -0.748498419 -0.00167326 -0.1429517
## 9330 1.323645e+00 0.845411722 -1.12666695 -0.1429517
## 9331 1.323940e+00 0.006511648 -0.00167326 -0.1429517
## 9332 1.324234e+00 -1.084058449 -0.26234253 -0.1429517
## 9333 1.324822e+00 -1.000168442 -0.01539270 -0.1429517
## 9334 1.325116e+00 0.929301729 0.01204618 -0.1429517
## 9335 1.325410e+00 0.509851692 -0.00167326 -0.1429517
## 9336 1.325704e+00 -1.084058449 0.01204618 -0.1429517
## 9337 1.325998e+00 -0.664608412 -0.00167326 -0.1429517
## 9338 1.326293e+00 0.258181670 -0.00167326 -0.1429517
## 9339 1.326587e+00 -0.916278434 0.36875149 -0.1429517
## 9340 1.326881e+00 -1.167948457 -0.00167326 -0.1429517
## 9341 1.327175e+00 -0.664608412 -0.00167326 -0.1429517
## 9342 1.327469e+00 -0.412938390 0.01204618 -0.1429517
## 9343 1.327763e+00 -1.167948457 -0.00167326 -0.1429517
## 9344 1.328057e+00 -1.084058449 -0.00167326 -0.1429517
## 9345 1.328352e+00 0.677631707 -0.59160898 -0.1429517
## 9346 1.328646e+00 -0.748498419 -0.00167326 -0.1429517
## 9347 1.328940e+00 -0.748498419 -0.00167326 -0.1429517
## 9348 1.329234e+00 -0.496828397 -0.00167326 -0.1429517
## 9349 1.329528e+00 1.600421789 -2.11446629 -0.1429517
## 9350 1.329822e+00 -0.748498419 4.27879054 -0.1429517
## 9351 1.330116e+00 0.593741700 -0.09770931 6.3093955
## 9352 1.330410e+00 -0.412938390 -0.00167326 -0.1429517
## 9353 1.330999e+00 -1.084058449 -0.00167326 -0.1429517
## 9354 1.331293e+00 -0.832388427 -0.00167326 -0.1429517
## 9355 1.331587e+00 -0.245158375 0.01204618 -0.1429517
## 9356 1.331881e+00 -0.077378360 -0.00167326 -0.1429517
## 9357 1.332175e+00 -1.000168442 -0.00167326 -0.1429517
## 9358 1.332469e+00 1.013191737 -0.00167326 -0.1429517
## 9359 1.332763e+00 1.684311796 -0.00167326 -0.1429517
## 9360 1.333058e+00 -0.412938390 -2.29281895 -0.1429517
## 9361 1.333352e+00 -0.412938390 -0.00167326 -0.1429517
## 9362 1.333646e+00 -0.161268367 -0.82483937 -0.1429517
## 9363 1.333940e+00 0.677631707 0.01204618 -0.1429517
## 9364 1.334234e+00 0.845411722 -0.00167326 -0.1429517
## 9365 1.334528e+00 -0.412938390 -0.00167326 -0.1429517
## 9366 1.334822e+00 0.509851692 -0.00167326 -0.1429517
## 9367 1.335116e+00 2.187651841 -0.12514818 -0.1429517
## 9368 1.335705e+00 1.180971752 -0.00167326 -0.1429517
## 9369 1.335999e+00 1.180971752 0.01204618 -0.1429517
## 9370 1.336587e+00 0.593741700 0.01204618 -0.1429517
## 9371 1.336881e+00 -0.916278434 -0.00167326 -0.1429517
## 9372 1.337175e+00 1.348751767 -0.00167326 -0.1429517
## 9373 1.337470e+00 -0.748498419 0.01204618 -0.1429517
## 9374 1.337764e+00 -0.245158375 -0.00167326 -0.1429517
## 9375 1.338058e+00 -0.580718405 -2.05958855 -0.1429517
## 9376 1.338352e+00 1.180971752 -0.00167326 -0.1429517
## 9377 1.338646e+00 -0.748498419 -0.00167326 -0.1429517
## 9378 1.338940e+00 -0.580718405 0.01204618 -0.1429517
## 9379 1.339234e+00 1.180971752 -0.00167326 -0.1429517
## 9380 1.339528e+00 -0.161268367 -0.90715599 -0.1429517
## 9381 1.339823e+00 1.013191737 -0.57788954 -0.1429517
## 9382 1.340117e+00 1.768201804 0.01204618 -0.1429517
## 9383 1.340411e+00 1.516531782 -0.00167326 -0.1429517
## 9384 1.340705e+00 -0.664608412 -0.00167326 -0.1429517
## 9385 1.340999e+00 -0.077378360 -0.00167326 -0.1429517
## 9386 1.341293e+00 0.509851692 -0.00167326 -0.1429517
## 9387 1.341587e+00 0.845411722 0.01204618 -0.1429517
## 9388 1.342764e+00 -1.167948457 0.01204618 -0.1429517
## 9389 1.343058e+00 -0.664608412 0.01204618 -0.1429517
## 9390 1.343352e+00 -0.664608412 -0.00167326 -0.1429517
## 9391 1.343646e+00 -1.167948457 -0.01539270 -0.1429517
## 9392 1.343940e+00 -0.329048382 -0.00167326 -0.1429517
## 9393 1.344529e+00 -0.832388427 -0.00167326 -0.1429517
## 9394 1.344823e+00 0.845411722 0.01204618 -0.1429517
## 9395 1.345117e+00 -0.412938390 -0.00167326 4.1586131
## 9396 1.345411e+00 0.677631707 -0.00167326 -0.1429517
## 9397 1.345705e+00 -1.000168442 -0.00167326 -0.1429517
## 9398 1.345999e+00 1.432641774 -0.00167326 -0.1429517
## 9399 1.346293e+00 1.097081744 -0.00167326 -0.1429517
## 9400 1.346587e+00 1.348751767 -0.00167326 -0.1429517
## 9401 1.346882e+00 -0.412938390 -0.04283157 -0.1429517
## 9402 1.347176e+00 -0.496828397 -0.11142874 -0.1429517
## 9403 1.347470e+00 0.761521715 0.01204618 -0.1429517
## 9404 1.347764e+00 -0.580718405 0.01204618 -0.1429517
## 9405 1.348058e+00 -0.077378360 0.01204618 -0.1429517
## 9406 1.348352e+00 -0.832388427 0.01204618 -0.1429517
## 9407 1.348646e+00 -0.580718405 -0.00167326 2.0078307
## 9408 1.348941e+00 -0.580718405 -0.00167326 -0.1429517
## 9409 1.349235e+00 -0.580718405 -0.00167326 -0.1429517
## 9410 1.349529e+00 0.761521715 -0.00167326 -0.1429517
## 9411 1.349823e+00 0.174291662 -0.00167326 -0.1429517
## 9412 1.350117e+00 0.174291662 -0.00167326 -0.1429517
## 9413 1.350411e+00 -0.077378360 -0.01539270 -0.1429517
## 9414 1.350705e+00 -1.000168442 -0.00167326 -0.1429517
## 9415 1.350999e+00 3.026551916 -0.00167326 -0.1429517
## 9416 1.351294e+00 -0.077378360 -0.00167326 -0.1429517
## 9417 1.351882e+00 0.845411722 0.01204618 -0.1429517
## 9418 1.352176e+00 -0.161268367 -0.00167326 -0.1429517
## 9419 1.352470e+00 -0.496828397 0.01204618 -0.1429517
## 9420 1.353058e+00 1.432641774 -3.00622958 -0.1429517
## 9421 1.353352e+00 0.425961685 -0.00167326 -0.1429517
## 9422 1.353647e+00 0.006511648 -0.00167326 -0.1429517
## 9423 1.353941e+00 1.013191737 -0.00167326 -0.1429517
## 9424 1.354529e+00 -0.748498419 -0.41325632 -0.1429517
## 9425 1.355117e+00 -0.412938390 0.01204618 -0.1429517
## 9426 1.355411e+00 0.090401655 -0.01539270 -0.1429517
## 9427 1.355705e+00 1.432641774 0.01204618 -0.1429517
## 9428 1.356000e+00 0.006511648 0.01204618 -0.1429517
## 9429 1.356294e+00 0.593741700 0.01204618 -0.1429517
## 9430 1.356588e+00 -1.167948457 -0.00167326 -0.1429517
## 9431 1.356882e+00 -0.496828397 -0.00167326 -0.1429517
## 9432 1.357176e+00 -0.077378360 -0.00167326 -0.1429517
## 9433 1.357470e+00 1.600421789 -0.04283157 -0.1429517
## 9434 1.357764e+00 1.935981819 2.22087525 -0.1429517
## 9435 1.358059e+00 0.845411722 -0.00167326 -0.1429517
## 9436 1.358647e+00 -0.664608412 -0.00167326 -0.1429517
## 9437 1.358941e+00 -0.496828397 -0.00167326 -0.1429517
## 9438 1.359235e+00 -0.832388427 -0.00167326 -0.1429517
## 9439 1.359529e+00 2.271541849 -0.00167326 -0.1429517
## 9440 1.359823e+00 -1.000168442 -0.00167326 -0.1429517
## 9441 1.360117e+00 -0.748498419 -0.00167326 -0.1429517
## 9442 1.360412e+00 -0.077378360 0.01204618 -0.1429517
## 9443 1.360706e+00 -1.084058449 -0.00167326 -0.1429517
## 9444 1.361000e+00 2.523211871 -0.13886761 -0.1429517
## 9445 1.361294e+00 -0.580718405 3.78489087 -0.1429517
## 9446 1.361588e+00 -0.329048382 -0.00167326 -0.1429517
## 9447 1.361882e+00 -0.245158375 -0.00167326 -0.1429517
## 9448 1.362176e+00 -0.329048382 0.01204618 -0.1429517
## 9449 1.362470e+00 -0.245158375 -0.00167326 -0.1429517
## 9450 1.363059e+00 -1.167948457 -0.00167326 -0.1429517
## 9451 1.363353e+00 -0.664608412 0.01204618 -0.1429517
## 9452 1.363647e+00 -0.161268367 -0.00167326 -0.1429517
## 9453 1.363941e+00 -1.167948457 -0.00167326 -0.1429517
## 9454 1.364235e+00 -0.832388427 -0.00167326 -0.1429517
## 9455 1.364529e+00 0.342071677 -0.00167326 -0.1429517
## 9456 1.364823e+00 -0.496828397 0.01204618 -0.1429517
## 9457 1.365118e+00 -0.664608412 -0.00167326 -0.1429517
## 9458 1.365412e+00 0.593741700 -0.02911213 -0.1429517
## 9459 1.365706e+00 -1.167948457 -0.00167326 -0.1429517
## 9460 1.366000e+00 0.258181670 -0.00167326 -0.1429517
## 9461 1.366294e+00 0.006511648 -0.00167326 -0.1429517
## 9462 1.366588e+00 0.761521715 -0.00167326 -0.1429517
## 9463 1.366882e+00 -0.664608412 -0.00167326 -0.1429517
## 9464 1.367177e+00 0.090401655 -0.00167326 -0.1429517
## 9465 1.367471e+00 -0.916278434 -0.00167326 -0.1429517
## 9466 1.367765e+00 1.516531782 -3.80195682 -0.1429517
## 9467 1.368059e+00 2.690991886 -0.02911213 -0.1429517
## 9468 1.368353e+00 -0.496828397 -0.00167326 -0.1429517
## 9469 1.368647e+00 -0.664608412 -0.53673123 -0.1429517
## 9470 1.368941e+00 0.342071677 -0.00167326 -0.1429517
## 9471 1.369235e+00 0.593741700 1.16447874 -0.1429517
## 9472 1.369824e+00 0.509851692 -0.04283157 -0.1429517
## 9473 1.370118e+00 -0.496828397 -0.00167326 -0.1429517
## 9474 1.370412e+00 -0.832388427 -0.00167326 -0.1429517
## 9475 1.370706e+00 0.425961685 -0.37209801 -0.1429517
## 9476 1.371000e+00 0.174291662 -0.00167326 -0.1429517
## 9477 1.371294e+00 0.593741700 0.01204618 -0.1429517
## 9478 1.371588e+00 1.516531782 -0.00167326 -0.1429517
## 9479 1.371883e+00 -0.664608412 -0.82483937 -0.1429517
## 9480 1.372177e+00 -0.748498419 -0.00167326 -0.1429517
## 9481 1.372471e+00 -0.664608412 -0.00167326 -0.1429517
## 9482 1.372765e+00 -1.000168442 0.01204618 -0.1429517
## 9483 1.373059e+00 -0.245158375 0.43734867 -0.1429517
## 9484 1.373353e+00 -0.329048382 -0.00167326 -0.1429517
## 9485 1.373647e+00 -1.251838464 -0.94831429 -0.1429517
## 9486 1.373941e+00 -0.748498419 -0.00167326 -0.1429517
## 9487 1.374236e+00 1.348751767 0.01204618 -0.1429517
## 9488 1.374530e+00 2.690991886 -0.00167326 -0.1429517
## 9489 1.374824e+00 -0.664608412 -0.00167326 -0.1429517
## 9490 1.375118e+00 -0.748498419 -0.00167326 -0.1429517
## 9491 1.375412e+00 1.684311796 -0.00167326 -0.1429517
## 9492 1.376000e+00 -0.329048382 -0.00167326 -0.1429517
## 9493 1.376295e+00 -0.580718405 -0.00167326 -0.1429517
## 9494 1.376589e+00 -0.245158375 -0.04283157 -0.1429517
## 9495 1.376883e+00 1.348751767 -0.00167326 -0.1429517
## 9496 1.377177e+00 -0.580718405 -0.00167326 -0.1429517
## 9497 1.377471e+00 -1.084058449 -0.00167326 -0.1429517
## 9498 1.377765e+00 -0.748498419 -0.00167326 -0.1429517
## 9499 1.378059e+00 -0.664608412 -0.00167326 -0.1429517
## 9500 1.378353e+00 -0.245158375 -0.00167326 -0.1429517
## 9501 1.378648e+00 0.090401655 -0.00167326 -0.1429517
## 9502 1.378942e+00 -0.664608412 -0.00167326 -0.1429517
## 9503 1.379236e+00 0.509851692 -0.00167326 -0.1429517
## 9504 1.379530e+00 -0.916278434 -0.00167326 -0.1429517
## 9505 1.379824e+00 -0.916278434 -0.00167326 -0.1429517
## 9506 1.380118e+00 2.187651841 -0.00167326 -0.1429517
## 9507 1.380412e+00 -0.161268367 -0.00167326 -0.1429517
## 9508 1.380706e+00 1.516531782 -1.89495532 -0.1429517
## 9509 1.381001e+00 1.013191737 -0.00167326 2.0078307
## 9510 1.381295e+00 -0.496828397 0.01204618 -0.1429517
## 9511 1.381589e+00 -0.077378360 -0.00167326 -0.1429517
## 9512 1.381883e+00 -0.329048382 -0.00167326 -0.1429517
## 9513 1.382177e+00 0.845411722 -0.05655100 -0.1429517
## 9514 1.382471e+00 -1.167948457 -0.00167326 -0.1429517
## 9515 1.382765e+00 -0.580718405 0.01204618 -0.1429517
## 9516 1.383354e+00 0.509851692 6.22695034 -0.1429517
## 9517 1.383648e+00 -0.329048382 -0.00167326 -0.1429517
## 9518 1.383942e+00 0.342071677 -0.00167326 -0.1429517
## 9519 1.384236e+00 2.019871826 -0.00167326 -0.1429517
## 9520 1.384824e+00 0.425961685 -0.00167326 -0.1429517
## 9521 1.385118e+00 -1.084058449 -0.00167326 -0.1429517
## 9522 1.385412e+00 -1.167948457 -0.00167326 -0.1429517
## 9523 1.385707e+00 -0.916278434 -3.14342393 2.0078307
## 9524 1.386295e+00 -0.832388427 -0.33093971 -0.1429517
## 9525 1.386589e+00 -0.832388427 -0.00167326 -0.1429517
## 9526 1.386883e+00 1.013191737 0.01204618 -0.1429517
## 9527 1.387177e+00 -0.496828397 -0.00167326 -0.1429517
## 9528 1.387471e+00 -0.832388427 -0.57788954 -0.1429517
## 9529 1.387766e+00 -1.167948457 -0.00167326 -0.1429517
## 9530 1.388060e+00 -0.496828397 -0.00167326 -0.1429517
## 9531 1.388354e+00 0.425961685 -0.00167326 -0.1429517
## 9532 1.388648e+00 -0.161268367 -0.00167326 -0.1429517
## 9533 1.389236e+00 -0.245158375 -0.02911213 -0.1429517
## 9534 1.389530e+00 0.342071677 -0.00167326 -0.1429517
## 9535 1.389824e+00 -1.084058449 -0.00167326 -0.1429517
## 9536 1.390119e+00 -0.412938390 -0.00167326 -0.1429517
## 9537 1.390707e+00 -0.412938390 -0.00167326 -0.1429517
## 9538 1.391001e+00 0.258181670 2.27575299 2.0078307
## 9539 1.391295e+00 0.090401655 -2.16934403 -0.1429517
## 9540 1.391589e+00 0.006511648 -0.00167326 -0.1429517
## 9541 1.391883e+00 1.348751767 -0.00167326 -0.1429517
## 9542 1.392177e+00 -1.084058449 -0.41325632 -0.1429517
## 9543 1.392766e+00 -0.832388427 -0.00167326 -0.1429517
## 9544 1.393060e+00 -1.167948457 -0.00167326 -0.1429517
## 9545 1.393354e+00 -0.832388427 -0.00167326 -0.1429517
## 9546 1.393942e+00 -1.251838464 -0.11142874 -0.1429517
## 9547 1.394236e+00 1.600421789 1.41142857 -0.1429517
## 9548 1.394530e+00 0.593741700 -0.00167326 -0.1429517
## 9549 1.394825e+00 1.013191737 -0.00167326 -0.1429517
## 9550 1.395119e+00 -0.664608412 0.01204618 -0.1429517
## 9551 1.395413e+00 -0.916278434 -0.00167326 -0.1429517
## 9552 1.395707e+00 -0.580718405 0.01204618 -0.1429517
## 9553 1.396001e+00 0.845411722 -0.00167326 -0.1429517
## 9554 1.396295e+00 -0.245158375 -0.00167326 -0.1429517
## 9555 1.396589e+00 -1.084058449 -0.00167326 -0.1429517
## 9556 1.396884e+00 -0.077378360 0.01204618 -0.1429517
## 9557 1.397178e+00 -1.000168442 -0.00167326 -0.1429517
## 9558 1.397472e+00 0.761521715 -0.00167326 -0.1429517
## 9559 1.397766e+00 2.019871826 -0.00167326 -0.1429517
## 9560 1.398354e+00 -1.000168442 -0.00167326 -0.1429517
## 9561 1.398648e+00 0.929301729 -0.00167326 -0.1429517
## 9562 1.398942e+00 -0.161268367 -0.18002592 -0.1429517
## 9563 1.399237e+00 -0.412938390 -0.00167326 -0.1429517
## 9564 1.399531e+00 0.425961685 -0.00167326 -0.1429517
## 9565 1.399825e+00 0.342071677 -0.01539270 -0.1429517
## 9566 1.400119e+00 1.600421789 0.01204618 -0.1429517
## 9567 1.400707e+00 0.425961685 -0.00167326 -0.1429517
## 9568 1.401001e+00 -1.084058449 0.01204618 -0.1429517
## 9569 1.401295e+00 0.761521715 0.01204618 -0.1429517
## 9570 1.401590e+00 -1.167948457 -0.00167326 -0.1429517
## 9571 1.401884e+00 0.677631707 -0.00167326 -0.1429517
## 9572 1.402178e+00 0.090401655 0.01204618 -0.1429517
## 9573 1.402766e+00 -0.664608412 -0.00167326 4.1586131
## 9574 1.403060e+00 -1.084058449 -0.55045067 -0.1429517
## 9575 1.403648e+00 -1.084058449 -0.00167326 -0.1429517
## 9576 1.403943e+00 -0.329048382 -0.00167326 -0.1429517
## 9577 1.404237e+00 -0.329048382 0.01204618 -0.1429517
## 9578 1.404531e+00 -0.245158375 -0.00167326 -0.1429517
## 9579 1.404825e+00 1.264861759 0.76661511 -0.1429517
## 9580 1.405119e+00 -0.664608412 -0.00167326 -0.1429517
## 9581 1.405413e+00 -1.167948457 -0.00167326 -0.1429517
## 9582 1.405707e+00 -1.084058449 -0.00167326 -0.1429517
## 9583 1.406002e+00 -1.000168442 0.01204618 -0.1429517
## 9584 1.406296e+00 -0.161268367 -0.00167326 -0.1429517
## 9585 1.406590e+00 2.439321863 -0.00167326 -0.1429517
## 9586 1.406884e+00 -0.329048382 0.01204618 -0.1429517
## 9587 1.407178e+00 0.593741700 -0.00167326 -0.1429517
## 9588 1.407472e+00 -1.251838464 -0.00167326 -0.1429517
## 9589 1.407766e+00 -0.748498419 -0.00167326 -0.1429517
## 9590 1.408060e+00 -1.251838464 -0.00167326 -0.1429517
## 9591 1.408355e+00 -0.412938390 -0.00167326 -0.1429517
## 9592 1.408649e+00 -1.000168442 -0.00167326 -0.1429517
## 9593 1.408943e+00 0.258181670 0.01204618 -0.1429517
## 9594 1.409531e+00 1.264861759 -2.51232991 -0.1429517
## 9595 1.409825e+00 -1.000168442 -0.00167326 -0.1429517
## 9596 1.410119e+00 2.103761834 -0.00167326 -0.1429517
## 9597 1.410413e+00 0.929301729 0.01204618 -0.1429517
## 9598 1.411002e+00 -0.329048382 -0.00167326 -0.1429517
## 9599 1.411296e+00 1.768201804 0.01204618 -0.1429517
## 9600 1.411590e+00 0.845411722 -0.00167326 -0.1429517
## 9601 1.411884e+00 -0.748498419 0.01204618 -0.1429517
## 9602 1.412178e+00 1.013191737 -0.00167326 -0.1429517
## 9603 1.412472e+00 -0.496828397 0.01204618 -0.1429517
## 9604 1.412766e+00 -0.245158375 -0.00167326 4.1586131
## 9605 1.413061e+00 -0.664608412 -0.67392559 -0.1429517
## 9606 1.413355e+00 -1.000168442 -0.00167326 -0.1429517
## 9607 1.413649e+00 -0.496828397 -0.00167326 -0.1429517
## 9608 1.413943e+00 -0.161268367 0.01204618 -0.1429517
## 9609 1.414237e+00 3.446001953 -0.00167326 -0.1429517
## 9610 1.414531e+00 -1.084058449 -0.00167326 -0.1429517
## 9611 1.415120e+00 -0.161268367 -0.86599768 -0.1429517
## 9612 1.415414e+00 0.677631707 -0.00167326 -0.1429517
## 9613 1.415708e+00 2.355431856 -0.00167326 -0.1429517
## 9614 1.416002e+00 -0.580718405 -0.00167326 -0.1429517
## 9615 1.416296e+00 0.090401655 0.01204618 -0.1429517
## 9616 1.416590e+00 -1.084058449 0.01204618 -0.1429517
## 9617 1.416884e+00 0.677631707 -0.00167326 -0.1429517
## 9618 1.417178e+00 -0.245158375 0.01204618 -0.1429517
## 9619 1.417473e+00 -0.916278434 -0.00167326 -0.1429517
## 9620 1.417767e+00 0.761521715 -0.00167326 -0.1429517
## 9621 1.418061e+00 -0.161268367 -0.00167326 4.1586131
## 9622 1.418355e+00 1.516531782 0.01204618 -0.1429517
## 9623 1.418649e+00 0.929301729 -0.00167326 -0.1429517
## 9624 1.418943e+00 -0.329048382 0.01204618 -0.1429517
## 9625 1.419237e+00 -1.335728472 -0.00167326 -0.1429517
## 9626 1.419531e+00 1.180971752 -0.00167326 -0.1429517
## 9627 1.419826e+00 -0.916278434 0.01204618 -0.1429517
## 9628 1.420120e+00 1.852091811 0.01204618 -0.1429517
## 9629 1.420414e+00 0.090401655 -0.00167326 2.0078307
## 9630 1.420708e+00 1.180971752 -0.00167326 -0.1429517
## 9631 1.421002e+00 0.258181670 -0.56417010 -0.1429517
## 9632 1.421296e+00 0.677631707 -0.00167326 -0.1429517
## 9633 1.421590e+00 0.677631707 0.01204618 -0.1429517
## 9634 1.421884e+00 2.858771901 -0.07027044 -0.1429517
## 9635 1.422179e+00 0.593741700 0.01204618 -0.1429517
## 9636 1.422473e+00 -0.245158375 -0.00167326 -0.1429517
## 9637 1.422767e+00 -0.748498419 -0.00167326 -0.1429517
## 9638 1.423061e+00 3.278221938 -0.00167326 -0.1429517
## 9639 1.423355e+00 -1.251838464 -0.00167326 2.0078307
## 9640 1.423649e+00 -0.748498419 0.01204618 -0.1429517
## 9641 1.423943e+00 -0.916278434 -0.00167326 -0.1429517
## 9642 1.424238e+00 -0.916278434 -0.01539270 -0.1429517
## 9643 1.424532e+00 1.684311796 0.01204618 -0.1429517
## 9644 1.424826e+00 0.174291662 -0.00167326 -0.1429517
## 9645 1.425120e+00 -0.580718405 0.50594584 -0.1429517
## 9646 1.425708e+00 -1.084058449 -0.00167326 -0.1429517
## 9647 1.426002e+00 -0.161268367 -0.00167326 -0.1429517
## 9648 1.426296e+00 -1.084058449 -0.00167326 -0.1429517
## 9649 1.426591e+00 1.264861759 -0.35837858 -0.1429517
## 9650 1.426885e+00 0.090401655 -0.00167326 -0.1429517
## 9651 1.427179e+00 -0.580718405 -0.08398987 -0.1429517
## 9652 1.427767e+00 0.509851692 -0.82483937 -0.1429517
## 9653 1.428061e+00 -0.832388427 0.01204618 -0.1429517
## 9654 1.428355e+00 1.935981819 -0.00167326 -0.1429517
## 9655 1.428649e+00 0.006511648 -0.00167326 -0.1429517
## 9656 1.428944e+00 -0.161268367 0.01204618 -0.1429517
## 9657 1.429238e+00 0.090401655 -0.00167326 -0.1429517
## 9658 1.429826e+00 1.348751767 -0.00167326 -0.1429517
## 9659 1.430120e+00 -0.580718405 -0.04283157 -0.1429517
## 9660 1.430414e+00 -0.664608412 0.01204618 -0.1429517
## 9661 1.430708e+00 2.355431856 -0.00167326 -0.1429517
## 9662 1.431002e+00 -0.916278434 -0.42697575 -0.1429517
## 9663 1.431297e+00 2.858771901 -0.02911213 -0.1429517
## 9664 1.431591e+00 -0.161268367 -0.00167326 -0.1429517
## 9665 1.432767e+00 -0.161268367 -0.00167326 -0.1429517
## 9666 1.433061e+00 0.509851692 0.01204618 2.0078307
## 9667 1.433355e+00 0.342071677 -1.15410582 -0.1429517
## 9668 1.433650e+00 -0.412938390 -0.00167326 -0.1429517
## 9669 1.433944e+00 -0.329048382 -0.00167326 -0.1429517
## 9670 1.434238e+00 0.761521715 -0.00167326 -0.1429517
## 9671 1.434532e+00 0.761521715 -0.00167326 -0.1429517
## 9672 1.434826e+00 -0.496828397 -0.00167326 -0.1429517
## 9673 1.435120e+00 1.432641774 -0.00167326 -0.1429517
## 9674 1.435709e+00 0.761521715 -0.13886761 -0.1429517
## 9675 1.436003e+00 -1.000168442 -0.00167326 -0.1429517
## 9676 1.436297e+00 -1.084058449 -0.01539270 -0.1429517
## 9677 1.436885e+00 -0.748498419 -0.00167326 -0.1429517
## 9678 1.437179e+00 -0.916278434 -0.00167326 -0.1429517
## 9679 1.437473e+00 0.845411722 0.01204618 -0.1429517
## 9680 1.437767e+00 1.432641774 -0.50929236 -0.1429517
## 9681 1.438062e+00 -1.084058449 -0.00167326 -0.1429517
## 9682 1.438356e+00 -0.916278434 -0.02911213 -0.1429517
## 9683 1.438650e+00 -0.748498419 -0.07027044 -0.1429517
## 9684 1.438944e+00 1.013191737 0.01204618 -0.1429517
## 9685 1.439238e+00 -1.251838464 -0.46813406 2.0078307
## 9686 1.439532e+00 -0.748498419 0.01204618 -0.1429517
## 9687 1.439826e+00 0.090401655 -0.00167326 -0.1429517
## 9688 1.440120e+00 2.271541849 0.01204618 -0.1429517
## 9689 1.440415e+00 -0.161268367 -0.00167326 -0.1429517
## 9690 1.440709e+00 1.432641774 0.01204618 -0.1429517
## 9691 1.441003e+00 1.348751767 0.01204618 -0.1429517
## 9692 1.441297e+00 -1.084058449 0.01204618 -0.1429517
## 9693 1.441591e+00 -0.664608412 -0.00167326 -0.1429517
## 9694 1.441885e+00 -1.251838464 -0.42697575 -0.1429517
## 9695 1.442179e+00 1.013191737 -0.00167326 -0.1429517
## 9696 1.442473e+00 2.523211871 -0.00167326 -0.1429517
## 9697 1.442768e+00 0.509851692 -0.07027044 -0.1429517
## 9698 1.443062e+00 -1.167948457 -0.18002592 -0.1429517
## 9699 1.443356e+00 0.258181670 -0.00167326 -0.1429517
## 9700 1.443650e+00 2.690991886 -0.00167326 -0.1429517
## 9701 1.443944e+00 0.761521715 -0.00167326 -0.1429517
## 9702 1.444238e+00 1.013191737 -0.02911213 -0.1429517
## 9703 1.444532e+00 -0.496828397 -0.00167326 -0.1429517
## 9704 1.444827e+00 2.607101878 -0.00167326 -0.1429517
## 9705 1.445121e+00 0.342071677 -0.00167326 -0.1429517
## 9706 1.445415e+00 -0.748498419 -0.04283157 -0.1429517
## 9707 1.445709e+00 1.180971752 -0.00167326 -0.1429517
## 9708 1.446003e+00 0.845411722 0.01204618 -0.1429517
## 9709 1.446297e+00 -1.084058449 0.01204618 -0.1429517
## 9710 1.446591e+00 -0.329048382 -0.00167326 -0.1429517
## 9711 1.447180e+00 -0.161268367 -0.00167326 -0.1429517
## 9712 1.447474e+00 -0.832388427 -0.20746479 -0.1429517
## 9713 1.447768e+00 0.929301729 -0.00167326 -0.1429517
## 9714 1.448062e+00 -0.496828397 -0.00167326 -0.1429517
## 9715 1.448356e+00 -0.580718405 -0.00167326 -0.1429517
## 9716 1.448650e+00 1.180971752 -0.05655100 -0.1429517
## 9717 1.448944e+00 -0.329048382 -0.00167326 4.1586131
## 9718 1.449533e+00 -1.084058449 -0.00167326 -0.1429517
## 9719 1.449827e+00 -1.084058449 -0.72880333 -0.1429517
## 9720 1.450121e+00 -1.251838464 0.05320448 2.0078307
## 9721 1.450415e+00 -0.077378360 -0.07027044 -0.1429517
## 9722 1.450709e+00 -0.077378360 -0.00167326 -0.1429517
## 9723 1.451297e+00 -0.077378360 -1.22270300 -0.1429517
## 9724 1.451591e+00 -1.084058449 -0.00167326 -0.1429517
## 9725 1.451886e+00 -0.832388427 0.10808222 -0.1429517
## 9726 1.452180e+00 -0.664608412 -0.79740050 -0.1429517
## 9727 1.452474e+00 0.006511648 0.01204618 -0.1429517
## 9728 1.452768e+00 -0.077378360 -0.00167326 -0.1429517
## 9729 1.453062e+00 -0.077378360 -0.01539270 -0.1429517
## 9730 1.453356e+00 1.264861759 -1.82635815 -0.1429517
## 9731 1.453650e+00 -0.664608412 -0.00167326 -0.1429517
## 9732 1.453945e+00 1.600421789 0.01204618 -0.1429517
## 9733 1.454239e+00 -0.580718405 0.01204618 -0.1429517
## 9734 1.454533e+00 -1.084058449 -0.00167326 -0.1429517
## 9735 1.454827e+00 1.348751767 -0.00167326 -0.1429517
## 9736 1.455121e+00 0.090401655 -0.00167326 -0.1429517
## 9737 1.455415e+00 -1.251838464 -0.00167326 -0.1429517
## 9738 1.455709e+00 -0.496828397 -0.00167326 -0.1429517
## 9739 1.456003e+00 -0.412938390 -0.00167326 2.0078307
## 9740 1.456298e+00 -1.251838464 -0.52301180 -0.1429517
## 9741 1.456592e+00 0.761521715 -0.00167326 -0.1429517
## 9742 1.456886e+00 -1.000168442 -0.00167326 -0.1429517
## 9743 1.457474e+00 1.516531782 0.01204618 -0.1429517
## 9744 1.457768e+00 0.425961685 -0.00167326 -0.1429517
## 9745 1.458062e+00 2.523211871 -0.71508389 -0.1429517
## 9746 1.458356e+00 -1.084058449 -1.31873904 -0.1429517
## 9747 1.458945e+00 -0.664608412 0.01204618 -0.1429517
## 9748 1.459239e+00 -1.000168442 0.01204618 -0.1429517
## 9749 1.459533e+00 -0.748498419 -0.00167326 -0.1429517
## 9750 1.459827e+00 0.509851692 0.01204618 -0.1429517
## 9751 1.460121e+00 -1.000168442 -0.00167326 -0.1429517
## 9752 1.460415e+00 -0.832388427 -0.00167326 -0.1429517
## 9753 1.460709e+00 1.013191737 -0.00167326 -0.1429517
## 9754 1.461004e+00 -0.664608412 0.01204618 -0.1429517
## 9755 1.461298e+00 0.258181670 0.39619036 4.1586131
## 9756 1.461592e+00 2.019871826 -0.00167326 -0.1429517
## 9757 1.461886e+00 -0.664608412 -0.00167326 -0.1429517
## 9758 1.462180e+00 -1.251838464 -0.01539270 2.0078307
## 9759 1.462474e+00 -0.916278434 0.01204618 -0.1429517
## 9760 1.462768e+00 -0.412938390 0.01204618 -0.1429517
## 9761 1.463063e+00 1.264861759 -0.00167326 -0.1429517
## 9762 1.463651e+00 -0.329048382 -0.00167326 -0.1429517
## 9763 1.464239e+00 -0.161268367 -0.00167326 -0.1429517
## 9764 1.464533e+00 -1.000168442 -0.00167326 -0.1429517
## 9765 1.464827e+00 -0.496828397 -0.00167326 -0.1429517
## 9766 1.465121e+00 1.432641774 -0.00167326 -0.1429517
## 9767 1.465416e+00 -0.412938390 -0.00167326 4.1586131
## 9768 1.465710e+00 0.258181670 -0.01539270 -0.1429517
## 9769 1.466004e+00 1.768201804 -0.28978140 -0.1429517
## 9770 1.466298e+00 2.187651841 -0.00167326 -0.1429517
## 9771 1.466592e+00 1.180971752 -0.00167326 -0.1429517
## 9772 1.466886e+00 -0.748498419 0.01204618 -0.1429517
## 9773 1.467180e+00 -0.580718405 -0.00167326 -0.1429517
## 9774 1.467474e+00 0.677631707 0.01204618 -0.1429517
## 9775 1.467769e+00 1.097081744 -0.00167326 -0.1429517
## 9776 1.468357e+00 -0.496828397 -0.00167326 -0.1429517
## 9777 1.468651e+00 -1.084058449 0.01204618 -0.1429517
## 9778 1.468945e+00 3.278221938 -0.00167326 -0.1429517
## 9779 1.469239e+00 1.935981819 -0.00167326 -0.1429517
## 9780 1.469533e+00 -0.245158375 0.01204618 -0.1429517
## 9781 1.469827e+00 -0.832388427 -0.00167326 -0.1429517
## 9782 1.470122e+00 1.013191737 -0.00167326 -0.1429517
## 9783 1.470416e+00 0.593741700 -0.12514818 -0.1429517
## 9784 1.470710e+00 0.677631707 -0.01539270 -0.1429517
## 9785 1.471004e+00 -0.412938390 -1.27758074 -0.1429517
## 9786 1.471298e+00 -0.580718405 -0.00167326 -0.1429517
## 9787 1.471592e+00 -0.916278434 -0.02911213 -0.1429517
## 9788 1.471886e+00 -0.748498419 -0.00167326 -0.1429517
## 9789 1.472181e+00 1.768201804 -0.00167326 -0.1429517
## 9790 1.472769e+00 1.013191737 -0.00167326 -0.1429517
## 9791 1.473063e+00 1.180971752 -0.00167326 -0.1429517
## 9792 1.473357e+00 0.090401655 -0.00167326 -0.1429517
## 9793 1.473651e+00 0.090401655 -3.03366845 2.0078307
## 9794 1.473945e+00 -0.916278434 -0.02911213 -0.1429517
## 9795 1.474239e+00 -0.412938390 -0.00167326 -0.1429517
## 9796 1.474534e+00 -0.580718405 -0.00167326 -0.1429517
## 9797 1.474828e+00 1.264861759 -0.00167326 -0.1429517
## 9798 1.475122e+00 0.342071677 -0.00167326 -0.1429517
## 9799 1.475416e+00 1.180971752 -0.00167326 -0.1429517
## 9800 1.475710e+00 -0.748498419 -0.00167326 -0.1429517
## 9801 1.476004e+00 1.768201804 -0.00167326 -0.1429517
## 9802 1.476298e+00 -0.580718405 -0.00167326 2.0078307
## 9803 1.476592e+00 1.180971752 -0.00167326 -0.1429517
## 9804 1.477181e+00 1.935981819 -0.00167326 -0.1429517
## 9805 1.477475e+00 -0.161268367 0.01204618 -0.1429517
## 9806 1.477769e+00 -0.329048382 -0.00167326 -0.1429517
## 9807 1.478063e+00 0.006511648 -1.52453057 -0.1429517
## 9808 1.478357e+00 -0.832388427 -0.00167326 8.4601779
## 9809 1.478945e+00 -0.832388427 -0.04283157 -0.1429517
## 9810 1.479534e+00 1.684311796 -0.00167326 -0.1429517
## 9811 1.479828e+00 -0.077378360 -0.00167326 -0.1429517
## 9812 1.480122e+00 -1.251838464 -0.00167326 -0.1429517
## 9813 1.480416e+00 1.432641774 -0.00167326 -0.1429517
## 9814 1.480710e+00 -0.496828397 -0.07027044 -0.1429517
## 9815 1.481004e+00 1.684311796 -0.00167326 -0.1429517
## 9816 1.481298e+00 -0.412938390 0.01204618 -0.1429517
## 9817 1.481593e+00 -1.251838464 -0.00167326 -0.1429517
## 9818 1.481887e+00 -0.496828397 0.01204618 -0.1429517
## 9819 1.482181e+00 -0.329048382 -0.00167326 -0.1429517
## 9820 1.482475e+00 0.342071677 -0.81111994 -0.1429517
## 9821 1.483063e+00 -1.167948457 0.01204618 -0.1429517
## 9822 1.483357e+00 0.929301729 -0.53673123 -0.1429517
## 9823 1.484240e+00 0.761521715 -0.00167326 -0.1429517
## 9824 1.484534e+00 -0.412938390 -0.00167326 -0.1429517
## 9825 1.484828e+00 0.006511648 0.01204618 -0.1429517
## 9826 1.485122e+00 -0.077378360 0.01204618 -0.1429517
## 9827 1.485416e+00 -0.748498419 -0.00167326 -0.1429517
## 9828 1.485710e+00 1.348751767 -0.34465914 -0.1429517
## 9829 1.486005e+00 1.264861759 0.01204618 -0.1429517
## 9830 1.486299e+00 0.090401655 -0.00167326 -0.1429517
## 9831 1.486593e+00 -0.748498419 -0.00167326 -0.1429517
## 9832 1.486887e+00 0.593741700 -0.19374535 -0.1429517
## 9833 1.487181e+00 -1.167948457 -0.00167326 -0.1429517
## 9834 1.487475e+00 2.019871826 0.01204618 -0.1429517
## 9835 1.488063e+00 -0.496828397 -0.00167326 -0.1429517
## 9836 1.488358e+00 -0.580718405 -0.00167326 -0.1429517
## 9837 1.488652e+00 0.174291662 -0.00167326 -0.1429517
## 9838 1.489240e+00 0.509851692 0.01204618 -0.1429517
## 9839 1.489534e+00 -0.329048382 -0.00167326 2.0078307
## 9840 1.489828e+00 -1.000168442 -0.00167326 -0.1429517
## 9841 1.490122e+00 -1.335728472 0.01204618 -0.1429517
## 9842 1.490416e+00 2.690991886 -0.00167326 -0.1429517
## 9843 1.490711e+00 1.600421789 -0.01539270 -0.1429517
## 9844 1.491005e+00 -0.412938390 -0.00167326 -0.1429517
## 9845 1.491299e+00 -0.580718405 -0.00167326 -0.1429517
## 9846 1.491593e+00 -1.084058449 -0.00167326 -0.1429517
## 9847 1.491887e+00 1.516531782 0.01204618 -0.1429517
## 9848 1.492181e+00 0.006511648 -0.00167326 -0.1429517
## 9849 1.492475e+00 -1.167948457 -0.00167326 -0.1429517
## 9850 1.492770e+00 -0.664608412 -0.00167326 -0.1429517
## 9851 1.493064e+00 2.187651841 -0.00167326 -0.1429517
## 9852 1.493358e+00 1.348751767 0.49222641 -0.1429517
## 9853 1.493652e+00 -1.335728472 7.94187975 2.0078307
## 9854 1.493946e+00 2.103761834 -0.08398987 -0.1429517
## 9855 1.494240e+00 -1.084058449 -0.00167326 -0.1429517
## 9856 1.494534e+00 -0.077378360 -0.67392559 -0.1429517
## 9857 1.495123e+00 -1.084058449 -0.00167326 -0.1429517
## 9858 1.495417e+00 1.180971752 -0.00167326 -0.1429517
## 9859 1.495711e+00 2.187651841 0.01204618 -0.1429517
## 9860 1.496005e+00 1.348751767 -0.00167326 -0.1429517
## 9861 1.496299e+00 1.180971752 -0.00167326 -0.1429517
## 9862 1.496593e+00 1.768201804 0.49222641 -0.1429517
## 9863 1.496887e+00 -0.916278434 0.01204618 -0.1429517
## 9864 1.497181e+00 0.677631707 -0.00167326 -0.1429517
## 9865 1.497476e+00 0.090401655 -0.12514818 -0.1429517
## 9866 1.497770e+00 0.593741700 -0.00167326 -0.1429517
## 9867 1.498064e+00 0.090401655 -0.00167326 -0.1429517
## 9868 1.498358e+00 1.852091811 -0.37209801 -0.1429517
## 9869 1.498652e+00 0.090401655 -0.00167326 -0.1429517
## 9870 1.498946e+00 -0.077378360 -0.00167326 -0.1429517
## 9871 1.499240e+00 -1.084058449 -0.00167326 -0.1429517
## 9872 1.499534e+00 -0.916278434 -0.00167326 -0.1429517
## 9873 1.500123e+00 2.690991886 -3.33549602 -0.1429517
## 9874 1.500417e+00 -0.245158375 -0.00167326 -0.1429517
## 9875 1.500711e+00 -1.000168442 -0.00167326 -0.1429517
## 9876 1.501005e+00 -0.245158375 -0.00167326 -0.1429517
## 9877 1.501299e+00 -0.832388427 -0.18002592 -0.1429517
## 9878 1.501593e+00 -0.412938390 0.01204618 -0.1429517
## 9879 1.501888e+00 0.006511648 0.01204618 -0.1429517
## 9880 1.502182e+00 -0.496828397 -0.00167326 -0.1429517
## 9881 1.502476e+00 0.677631707 -0.00167326 -0.1429517
## 9882 1.502770e+00 -0.580718405 -0.00167326 -0.1429517
## 9883 1.503064e+00 -0.245158375 -0.00167326 -0.1429517
## 9884 1.503358e+00 -1.000168442 -0.00167326 -0.1429517
## 9885 1.503652e+00 -0.496828397 -0.00167326 -0.1429517
## 9886 1.503946e+00 -1.251838464 -0.00167326 -0.1429517
## 9887 1.504241e+00 -0.412938390 0.01204618 -0.1429517
## 9888 1.504535e+00 0.677631707 0.01204618 -0.1429517
## 9889 1.504829e+00 -0.748498419 0.01204618 -0.1429517
## 9890 1.505123e+00 0.761521715 -0.00167326 -0.1429517
## 9891 1.505417e+00 -0.412938390 -0.00167326 -0.1429517
## 9892 1.505711e+00 -1.000168442 0.72545681 -0.1429517
## 9893 1.506005e+00 -0.412938390 -0.34465914 -0.1429517
## 9894 1.506299e+00 -1.167948457 -0.00167326 -0.1429517
## 9895 1.506594e+00 -0.077378360 -0.00167326 -0.1429517
## 9896 1.506888e+00 -0.412938390 -0.00167326 -0.1429517
## 9897 1.507182e+00 -1.251838464 -0.00167326 -0.1429517
## 9898 1.507476e+00 -1.000168442 -0.00167326 -0.1429517
## 9899 1.507770e+00 -1.000168442 -0.00167326 -0.1429517
## 9900 1.508064e+00 -0.329048382 -0.00167326 -0.1429517
## 9901 1.508358e+00 1.852091811 -0.00167326 -0.1429517
## 9902 1.508652e+00 -0.161268367 -0.00167326 -0.1429517
## 9903 1.508947e+00 -1.000168442 -0.01539270 -0.1429517
## 9904 1.509241e+00 1.180971752 -0.00167326 -0.1429517
## 9905 1.509535e+00 1.432641774 -0.00167326 -0.1429517
## 9906 1.509829e+00 1.013191737 0.01204618 -0.1429517
## 9907 1.510123e+00 0.509851692 0.05320448 -0.1429517
## 9908 1.510417e+00 -0.077378360 0.01204618 -0.1429517
## 9909 1.510711e+00 -0.496828397 -0.00167326 -0.1429517
## 9910 1.511006e+00 -0.916278434 -0.00167326 -0.1429517
## 9911 1.511300e+00 0.174291662 0.01204618 -0.1429517
## 9912 1.511594e+00 -0.161268367 0.01204618 -0.1429517
## 9913 1.511888e+00 1.013191737 2.02880316 -0.1429517
## 9914 1.512182e+00 0.845411722 -0.00167326 -0.1429517
## 9915 1.512476e+00 1.516531782 -0.00167326 -0.1429517
## 9916 1.512770e+00 1.013191737 -3.54128755 -0.1429517
## 9917 1.513064e+00 0.258181670 -0.00167326 -0.1429517
## 9918 1.513359e+00 0.258181670 0.01204618 -0.1429517
## 9919 1.513653e+00 0.342071677 4.44342376 -0.1429517
## 9920 1.513947e+00 -0.916278434 -0.76996163 -0.1429517
## 9921 1.514241e+00 2.271541849 -0.00167326 -0.1429517
## 9922 1.514829e+00 -1.251838464 -0.00167326 2.0078307
## 9923 1.515123e+00 -0.664608412 -0.00167326 -0.1429517
## 9924 1.515712e+00 -1.167948457 -0.00167326 -0.1429517
## 9925 1.516006e+00 -1.084058449 -0.00167326 -0.1429517
## 9926 1.516300e+00 -0.412938390 0.01204618 -0.1429517
## 9927 1.516594e+00 1.264861759 -1.88123589 -0.1429517
## 9928 1.517182e+00 0.006511648 -0.00167326 -0.1429517
## 9929 1.517476e+00 1.097081744 -0.00167326 -0.1429517
## 9930 1.517770e+00 0.425961685 -0.00167326 -0.1429517
## 9931 1.518065e+00 -0.664608412 -0.00167326 -0.1429517
## 9932 1.518359e+00 -1.167948457 0.40990980 -0.1429517
## 9933 1.518653e+00 -1.000168442 -0.00167326 -0.1429517
## 9934 1.519241e+00 -0.161268367 0.01204618 -0.1429517
## 9935 1.519535e+00 -0.161268367 -0.00167326 -0.1429517
## 9936 1.519829e+00 -0.077378360 -0.00167326 -0.1429517
## 9937 1.520418e+00 0.677631707 -0.00167326 -0.1429517
## 9938 1.520712e+00 -0.329048382 0.01204618 -0.1429517
## 9939 1.521006e+00 -0.329048382 -0.23490366 -0.1429517
## 9940 1.521300e+00 -0.832388427 -1.42849453 -0.1429517
## 9941 1.521594e+00 1.348751767 -0.00167326 -0.1429517
## 9942 1.521888e+00 -0.664608412 0.01204618 -0.1429517
## 9943 1.522182e+00 -1.167948457 -0.93459486 -0.1429517
## 9944 1.522477e+00 -1.251838464 -0.00167326 -0.1429517
## 9945 1.523065e+00 0.006511648 -0.00167326 -0.1429517
## 9946 1.523359e+00 0.006511648 0.01204618 -0.1429517
## 9947 1.523653e+00 -0.077378360 -0.00167326 -0.1429517
## 9948 1.523947e+00 -1.167948457 -0.00167326 2.0078307
## 9949 1.524241e+00 -1.167948457 -0.00167326 -0.1429517
## 9950 1.524535e+00 -1.167948457 -0.00167326 -0.1429517
## 9951 1.525124e+00 1.432641774 -0.00167326 -0.1429517
## 9952 1.525712e+00 -0.496828397 -0.50929236 -0.1429517
## 9953 1.526006e+00 0.006511648 -0.04283157 -0.1429517
## 9954 1.526300e+00 -0.664608412 -0.00167326 2.0078307
## 9955 1.526594e+00 -0.580718405 0.89009003 -0.1429517
## 9956 1.526888e+00 1.348751767 -0.00167326 -0.1429517
## 9957 1.527183e+00 0.677631707 -0.56417010 -0.1429517
## 9958 1.527477e+00 -0.748498419 0.01204618 -0.1429517
## 9959 1.528065e+00 0.174291662 -0.00167326 -0.1429517
## 9960 1.528359e+00 0.425961685 -0.00167326 -0.1429517
## 9961 1.528653e+00 0.509851692 -0.00167326 -0.1429517
## 9962 1.528947e+00 -0.412938390 -0.00167326 -0.1429517
## 9963 1.529241e+00 -1.251838464 -0.31722027 -0.1429517
## 9964 1.529536e+00 -0.748498419 -0.00167326 -0.1429517
## 9965 1.529830e+00 -0.832388427 -0.00167326 -0.1429517
## 9966 1.530124e+00 1.600421789 0.01204618 -0.1429517
## 9967 1.530418e+00 -1.335728472 -0.24862309 -0.1429517
## 9968 1.530712e+00 -0.916278434 -0.05655100 -0.1429517
## 9969 1.531300e+00 0.174291662 0.01204618 -0.1429517
## 9970 1.531595e+00 -1.335728472 -0.76996163 -0.1429517
## 9971 1.531889e+00 -0.077378360 -0.38581745 -0.1429517
## 9972 1.532183e+00 -0.832388427 -0.00167326 -0.1429517
## 9973 1.532477e+00 -0.748498419 0.01204618 -0.1429517
## 9974 1.532771e+00 1.600421789 -0.00167326 -0.1429517
## 9975 1.533065e+00 0.342071677 -0.00167326 -0.1429517
## 9976 1.533359e+00 -1.084058449 -0.00167326 -0.1429517
## 9977 1.533653e+00 1.516531782 -0.18002592 -0.1429517
## 9978 1.533948e+00 -0.916278434 -0.00167326 -0.1429517
## 9979 1.534242e+00 -0.580718405 -0.00167326 -0.1429517
## 9980 1.534536e+00 0.509851692 -0.00167326 -0.1429517
## 9981 1.534830e+00 -0.245158375 -0.00167326 -0.1429517
## 9982 1.535124e+00 1.264861759 -0.00167326 -0.1429517
## 9983 1.535418e+00 -0.748498419 -0.00167326 -0.1429517
## 9984 1.535712e+00 -0.496828397 -1.33245848 -0.1429517
## 9985 1.536006e+00 1.852091811 -0.00167326 -0.1429517
## 9986 1.536301e+00 -0.496828397 -0.00167326 -0.1429517
## 9987 1.536595e+00 1.684311796 -0.26234253 -0.1429517
## 9988 1.536889e+00 0.174291662 -0.00167326 -0.1429517
## 9989 1.537183e+00 -1.167948457 -0.00167326 -0.1429517
## 9990 1.537477e+00 0.090401655 0.01204618 -0.1429517
## 9991 1.537771e+00 -0.832388427 0.01204618 -0.1429517
## 9992 1.538065e+00 1.348751767 -0.00167326 -0.1429517
## 9993 1.538359e+00 2.019871826 -0.00167326 -0.1429517
## 9994 1.538654e+00 -0.580718405 -0.00167326 -0.1429517
## 9995 1.538948e+00 -0.580718405 -0.00167326 -0.1429517
## 9996 1.539242e+00 0.090401655 -0.00167326 -0.1429517
## 9997 1.539536e+00 -1.000168442 -0.18002592 -0.1429517
## 9998 1.540124e+00 -0.412938390 0.01204618 -0.1429517
## 9999 1.540418e+00 -1.000168442 -0.00167326 -0.1429517
## 10000 1.540713e+00 0.761521715 0.01204618 -0.1429517
## 10001 1.541007e+00 0.425961685 -0.00167326 -0.1429517
## 10002 1.541301e+00 -1.084058449 -0.00167326 2.0078307
## 10003 1.541595e+00 1.516531782 -0.00167326 -0.1429517
## 10004 1.541889e+00 -0.832388427 -1.08550864 -0.1429517
## 10005 1.542183e+00 -0.580718405 -0.00167326 -0.1429517
## 10006 1.542477e+00 -1.084058449 -0.00167326 -0.1429517
## 10007 1.542771e+00 -1.167948457 -0.00167326 -0.1429517
## 10008 1.543066e+00 -0.077378360 -0.02911213 -0.1429517
## 10009 1.543360e+00 -0.748498419 -0.00167326 -0.1429517
## 10010 1.543654e+00 -1.167948457 -0.00167326 -0.1429517
## 10011 1.543948e+00 -1.000168442 -0.00167326 -0.1429517
## 10012 1.544242e+00 -0.664608412 0.01204618 -0.1429517
## 10013 1.544536e+00 -1.251838464 -0.00167326 -0.1429517
## 10014 1.544830e+00 0.006511648 -0.00167326 -0.1429517
## 10015 1.545419e+00 -0.161268367 -0.00167326 -0.1429517
## 10016 1.545713e+00 -1.000168442 -0.00167326 -0.1429517
## 10017 1.546007e+00 -0.916278434 8.79248473 -0.1429517
## 10018 1.546301e+00 -1.000168442 -0.04283157 -0.1429517
## 10019 1.546595e+00 -1.084058449 -0.00167326 -0.1429517
## 10020 1.546889e+00 0.258181670 -0.00167326 -0.1429517
## 10021 1.547183e+00 0.090401655 -0.28978140 -0.1429517
## 10022 1.547477e+00 -1.167948457 -0.00167326 -0.1429517
## 10023 1.547772e+00 1.180971752 -0.00167326 -0.1429517
## 10024 1.548066e+00 -1.251838464 -0.45441462 -0.1429517
## 10025 1.548360e+00 1.768201804 0.01204618 -0.1429517
## 10026 1.548654e+00 0.425961685 -0.00167326 -0.1429517
## 10027 1.548948e+00 -0.412938390 -0.00167326 -0.1429517
## 10028 1.549242e+00 -0.412938390 0.01204618 -0.1429517
## 10029 1.549536e+00 0.929301729 -0.00167326 -0.1429517
## 10030 1.549831e+00 -0.832388427 -0.00167326 -0.1429517
## 10031 1.550125e+00 0.677631707 -0.00167326 -0.1429517
## 10032 1.550419e+00 0.845411722 -0.00167326 -0.1429517
## 10033 1.550713e+00 -0.580718405 -0.00167326 -0.1429517
## 10034 1.551007e+00 -1.167948457 -0.00167326 -0.1429517
## 10035 1.551301e+00 -0.161268367 -0.00167326 -0.1429517
## 10036 1.551889e+00 0.174291662 -0.00167326 -0.1429517
## 10037 1.552184e+00 -0.412938390 -0.00167326 -0.1429517
## 10038 1.552478e+00 2.019871826 0.01204618 -0.1429517
## 10039 1.552772e+00 1.600421789 -0.00167326 -0.1429517
## 10040 1.553066e+00 -1.167948457 -0.00167326 -0.1429517
## 10041 1.553360e+00 -0.329048382 -0.00167326 -0.1429517
## 10042 1.553654e+00 0.258181670 -0.01539270 -0.1429517
## 10043 1.553948e+00 -1.167948457 -0.00167326 -0.1429517
## 10044 1.554242e+00 -1.167948457 0.01204618 -0.1429517
## 10045 1.554537e+00 -0.916278434 -0.00167326 -0.1429517
## 10046 1.554831e+00 -0.496828397 -0.00167326 -0.1429517
## 10047 1.555125e+00 -0.748498419 0.01204618 -0.1429517
## 10048 1.555419e+00 0.006511648 -0.00167326 4.1586131
## 10049 1.555713e+00 -0.412938390 -0.00167326 -0.1429517
## 10050 1.556007e+00 -0.664608412 -0.00167326 -0.1429517
## 10051 1.556301e+00 0.425961685 -0.00167326 -0.1429517
## 10052 1.556595e+00 -0.161268367 -0.00167326 -0.1429517
## 10053 1.556890e+00 -0.832388427 -0.00167326 -0.1429517
## 10054 1.557184e+00 -1.167948457 -0.00167326 -0.1429517
## 10055 1.557478e+00 -1.084058449 -0.00167326 -0.1429517
## 10056 1.557772e+00 0.425961685 -0.05655100 -0.1429517
## 10057 1.558066e+00 -0.329048382 0.01204618 -0.1429517
## 10058 1.558360e+00 -0.916278434 -0.00167326 -0.1429517
## 10059 1.558654e+00 1.684311796 -0.00167326 -0.1429517
## 10060 1.558949e+00 -0.916278434 -0.00167326 -0.1429517
## 10061 1.559243e+00 -1.084058449 -0.00167326 -0.1429517
## 10062 1.559537e+00 1.097081744 0.01204618 -0.1429517
## 10063 1.560713e+00 -0.664608412 -0.00167326 -0.1429517
## 10064 1.561007e+00 0.845411722 -0.00167326 -0.1429517
## 10065 1.561302e+00 0.006511648 0.01204618 -0.1429517
## 10066 1.561596e+00 2.607101878 -0.00167326 -0.1429517
## 10067 1.561890e+00 1.348751767 -1.40105565 -0.1429517
## 10068 1.562184e+00 1.432641774 -1.99099137 -0.1429517
## 10069 1.562478e+00 -0.412938390 -0.11142874 -0.1429517
## 10070 1.562772e+00 -1.251838464 -2.16934403 -0.1429517
## 10071 1.563066e+00 1.264861759 -0.00167326 -0.1429517
## 10072 1.563655e+00 0.006511648 -0.00167326 -0.1429517
## 10073 1.563949e+00 -0.412938390 -1.00319203 2.0078307
## 10074 1.564537e+00 -0.077378360 -0.00167326 -0.1429517
## 10075 1.564831e+00 0.509851692 0.01204618 -0.1429517
## 10076 1.565419e+00 -0.496828397 -0.00167326 -0.1429517
## 10077 1.565713e+00 0.509851692 -0.00167326 -0.1429517
## 10078 1.566302e+00 1.516531782 -0.00167326 -0.1429517
## 10079 1.566596e+00 -0.580718405 -0.00167326 -0.1429517
## 10080 1.566890e+00 -0.748498419 -0.00167326 -0.1429517
## 10081 1.567184e+00 1.600421789 0.01204618 -0.1429517
## 10082 1.567478e+00 0.090401655 -0.00167326 -0.1429517
## 10083 1.567772e+00 0.258181670 -0.00167326 -0.1429517
## 10084 1.568067e+00 -0.580718405 -0.00167326 -0.1429517
## 10085 1.568361e+00 2.019871826 0.01204618 -0.1429517
## 10086 1.568655e+00 0.258181670 -0.46813406 -0.1429517
## 10087 1.568949e+00 -1.084058449 0.01204618 -0.1429517
## 10088 1.569243e+00 -1.084058449 -0.00167326 -0.1429517
## 10089 1.569537e+00 4.284902027 2.67361661 -0.1429517
## 10090 1.569831e+00 -0.496828397 -0.00167326 -0.1429517
## 10091 1.570125e+00 -0.664608412 -0.00167326 -0.1429517
## 10092 1.570420e+00 -0.832388427 -0.00167326 -0.1429517
## 10093 1.570714e+00 -1.167948457 0.01204618 -0.1429517
## 10094 1.571008e+00 -1.000168442 -0.00167326 -0.1429517
## 10095 1.571596e+00 2.103761834 -0.92087542 -0.1429517
## 10096 1.571890e+00 1.348751767 -0.00167326 -0.1429517
## 10097 1.572478e+00 -0.329048382 0.01204618 2.0078307
## 10098 1.572773e+00 -0.832388427 -0.00167326 -0.1429517
## 10099 1.573067e+00 -0.412938390 -0.70136446 -0.1429517
## 10100 1.573361e+00 0.761521715 -0.00167326 -0.1429517
## 10101 1.573655e+00 0.593741700 0.01204618 -0.1429517
## 10102 1.573949e+00 0.258181670 0.01204618 -0.1429517
## 10103 1.574243e+00 2.103761834 -0.60532841 -0.1429517
## 10104 1.574537e+00 0.509851692 -0.00167326 -0.1429517
## 10105 1.574831e+00 -0.077378360 -0.00167326 -0.1429517
## 10106 1.575126e+00 -1.084058449 -0.00167326 -0.1429517
## 10107 1.575420e+00 0.593741700 -0.00167326 -0.1429517
## 10108 1.575714e+00 -0.077378360 0.01204618 -0.1429517
## 10109 1.576008e+00 0.090401655 -0.00167326 -0.1429517
## 10110 1.576302e+00 1.684311796 0.01204618 -0.1429517
## 10111 1.576596e+00 -0.748498419 0.01204618 -0.1429517
## 10112 1.576890e+00 -0.748498419 -0.00167326 -0.1429517
## 10113 1.577184e+00 1.516531782 -0.00167326 -0.1429517
## 10114 1.577479e+00 0.677631707 -0.11142874 -0.1429517
## 10115 1.577773e+00 -0.245158375 -0.00167326 -0.1429517
## 10116 1.578067e+00 -0.916278434 -0.00167326 -0.1429517
## 10117 1.578361e+00 0.593741700 0.01204618 -0.1429517
## 10118 1.578949e+00 0.425961685 -0.00167326 -0.1429517
## 10119 1.579243e+00 0.342071677 0.01204618 -0.1429517
## 10120 1.579538e+00 -1.084058449 -0.00167326 -0.1429517
## 10121 1.579832e+00 0.090401655 0.13552109 -0.1429517
## 10122 1.580126e+00 -0.329048382 0.01204618 -0.1429517
## 10123 1.580420e+00 -0.412938390 -0.00167326 -0.1429517
## 10124 1.580714e+00 0.258181670 -0.01539270 -0.1429517
## 10125 1.581008e+00 -0.664608412 -0.00167326 -0.1429517
## 10126 1.581302e+00 -0.916278434 -0.00167326 -0.1429517
## 10127 1.581596e+00 1.768201804 -0.00167326 -0.1429517
## 10128 1.581891e+00 1.432641774 -0.00167326 -0.1429517
## 10129 1.582185e+00 -1.000168442 1.42514801 -0.1429517
## 10130 1.582479e+00 1.264861759 -0.05655100 -0.1429517
## 10131 1.582773e+00 -0.245158375 0.01204618 -0.1429517
## 10132 1.583067e+00 1.600421789 -0.00167326 -0.1429517
## 10133 1.583361e+00 1.013191737 1.96020598 -0.1429517
## 10134 1.583655e+00 -0.832388427 -0.00167326 -0.1429517
## 10135 1.583949e+00 0.174291662 -0.00167326 -0.1429517
## 10136 1.584244e+00 1.348751767 -0.00167326 -0.1429517
## 10137 1.584832e+00 -1.000168442 -0.00167326 -0.1429517
## 10138 1.585126e+00 1.768201804 -0.00167326 -0.1429517
## 10139 1.585420e+00 -1.000168442 -0.00167326 -0.1429517
## 10140 1.585714e+00 -1.000168442 -0.00167326 -0.1429517
## 10141 1.586008e+00 -0.748498419 -0.00167326 -0.1429517
## 10142 1.586302e+00 -1.084058449 -0.30350084 -0.1429517
## 10143 1.586597e+00 1.013191737 -0.00167326 -0.1429517
## 10144 1.586891e+00 1.935981819 -0.00167326 -0.1429517
## 10145 1.587185e+00 -1.084058449 -3.10226562 -0.1429517
## 10146 1.587479e+00 -0.832388427 0.01204618 -0.1429517
## 10147 1.587773e+00 -0.161268367 -0.00167326 -0.1429517
## 10148 1.588067e+00 -1.000168442 -0.00167326 -0.1429517
## 10149 1.588361e+00 -1.000168442 -0.00167326 -0.1429517
## 10150 1.588656e+00 0.258181670 -0.00167326 4.1586131
## 10151 1.588950e+00 1.852091811 0.01204618 -0.1429517
## 10152 1.589244e+00 -0.412938390 -0.00167326 -0.1429517
## 10153 1.589538e+00 -0.161268367 -0.00167326 -0.1429517
## 10154 1.589832e+00 -1.000168442 -0.08398987 -0.1429517
## 10155 1.590126e+00 -0.329048382 -0.00167326 -0.1429517
## 10156 1.590420e+00 1.516531782 -0.05655100 -0.1429517
## 10157 1.590714e+00 -1.084058449 -0.00167326 -0.1429517
## 10158 1.591009e+00 -0.832388427 -0.00167326 -0.1429517
## 10159 1.591303e+00 -0.580718405 -0.00167326 -0.1429517
## 10160 1.591891e+00 -1.000168442 -0.00167326 -0.1429517
## 10161 1.592185e+00 2.019871826 -0.00167326 -0.1429517
## 10162 1.592773e+00 0.006511648 -0.00167326 -0.1429517
## 10163 1.593067e+00 -0.832388427 4.88244569 -0.1429517
## 10164 1.593362e+00 -1.251838464 -0.01539270 -0.1429517
## 10165 1.593950e+00 -1.167948457 -0.00167326 10.6109603
## 10166 1.594244e+00 -0.748498419 -0.00167326 -0.1429517
## 10167 1.594538e+00 1.097081744 -0.00167326 -0.1429517
## 10168 1.594832e+00 -1.251838464 5.91140333 -0.1429517
## 10169 1.595126e+00 0.006511648 -0.28978140 -0.1429517
## 10170 1.595420e+00 -0.832388427 -4.36445367 -0.1429517
## 10171 1.595715e+00 -0.832388427 0.01204618 2.0078307
## 10172 1.596009e+00 0.342071677 -0.00167326 -0.1429517
## 10173 1.596303e+00 -0.245158375 0.51966528 -0.1429517
## 10174 1.596597e+00 0.174291662 0.01204618 -0.1429517
## 10175 1.596891e+00 -0.580718405 -0.16630648 -0.1429517
## 10176 1.597185e+00 0.425961685 -0.00167326 -0.1429517
## 10177 1.597479e+00 -0.412938390 -0.00167326 2.0078307
## 10178 1.597774e+00 -0.245158375 -0.00167326 -0.1429517
## 10179 1.598068e+00 -0.664608412 -0.00167326 -0.1429517
## 10180 1.598362e+00 -0.077378360 -0.00167326 -0.1429517
## 10181 1.598656e+00 1.013191737 -0.00167326 -0.1429517
## 10182 1.598950e+00 -0.748498419 -0.00167326 -0.1429517
## 10183 1.599538e+00 0.761521715 -0.00167326 -0.1429517
## 10184 1.599832e+00 0.006511648 -0.00167326 -0.1429517
## 10185 1.600127e+00 -1.084058449 0.09436279 -0.1429517
## 10186 1.600421e+00 3.613781968 -0.27606196 -0.1429517
## 10187 1.600715e+00 1.348751767 -0.00167326 -0.1429517
## 10188 1.601009e+00 -1.000168442 -0.00167326 -0.1429517
## 10189 1.601303e+00 -0.664608412 -0.00167326 -0.1429517
## 10190 1.601597e+00 0.174291662 -0.41325632 -0.1429517
## 10191 1.601891e+00 1.013191737 -0.00167326 -0.1429517
## 10192 1.602185e+00 -1.251838464 -0.00167326 2.0078307
## 10193 1.602480e+00 -0.580718405 -0.00167326 -0.1429517
## 10194 1.602774e+00 -0.916278434 -0.00167326 -0.1429517
## 10195 1.603362e+00 0.677631707 -0.00167326 -0.1429517
## 10196 1.603656e+00 -0.748498419 -0.00167326 -0.1429517
## 10197 1.603950e+00 -1.084058449 -0.20746479 -0.1429517
## 10198 1.604244e+00 -0.245158375 -0.00167326 -0.1429517
## 10199 1.604538e+00 -1.084058449 -0.00167326 -0.1429517
## 10200 1.604833e+00 1.348751767 -0.18002592 -0.1429517
## 10201 1.605127e+00 0.090401655 -0.44069519 -0.1429517
## 10202 1.605421e+00 -0.664608412 -0.00167326 -0.1429517
## 10203 1.605715e+00 1.935981819 0.01204618 -0.1429517
## 10204 1.606009e+00 -0.329048382 -0.96203373 -0.1429517
## 10205 1.606303e+00 1.516531782 -0.00167326 -0.1429517
## 10206 1.606597e+00 0.258181670 0.01204618 -0.1429517
## 10207 1.606892e+00 -0.496828397 0.01204618 -0.1429517
## 10208 1.607480e+00 -1.000168442 -0.01539270 -0.1429517
## 10209 1.607774e+00 0.929301729 -3.30805715 -0.1429517
## 10210 1.608068e+00 0.593741700 -0.05655100 -0.1429517
## 10211 1.608362e+00 0.761521715 0.01204618 -0.1429517
## 10212 1.608656e+00 -0.496828397 -0.00167326 -0.1429517
## 10213 1.608950e+00 1.180971752 -0.00167326 -0.1429517
## 10214 1.609833e+00 0.425961685 -0.00167326 -0.1429517
## 10215 1.610127e+00 1.935981819 -0.02911213 -0.1429517
## 10216 1.610421e+00 -0.664608412 -0.00167326 2.0078307
## 10217 1.610715e+00 -0.832388427 -0.00167326 -0.1429517
## 10218 1.611009e+00 1.684311796 0.01204618 -0.1429517
## 10219 1.611303e+00 -0.412938390 -0.00167326 -0.1429517
## 10220 1.611598e+00 -0.496828397 -1.59312775 -0.1429517
## 10221 1.611892e+00 1.013191737 -0.01539270 -0.1429517
## 10222 1.612186e+00 -1.335728472 -0.00167326 -0.1429517
## 10223 1.612480e+00 0.174291662 -0.00167326 -0.1429517
## 10224 1.612774e+00 1.180971752 0.01204618 -0.1429517
## 10225 1.613068e+00 0.761521715 -4.50164802 -0.1429517
## 10226 1.613362e+00 -1.000168442 -0.00167326 -0.1429517
## 10227 1.613656e+00 1.348751767 0.01204618 -0.1429517
## 10228 1.613951e+00 -0.580718405 -0.00167326 -0.1429517
## 10229 1.614245e+00 -1.000168442 -0.00167326 -0.1429517
## 10230 1.614539e+00 -1.000168442 -0.00167326 -0.1429517
## 10231 1.614833e+00 0.174291662 -0.00167326 -0.1429517
## 10232 1.615127e+00 -0.580718405 -0.00167326 -0.1429517
## 10233 1.615421e+00 0.258181670 -0.09770931 -0.1429517
## 10234 1.615715e+00 1.600421789 -0.15258705 -0.1429517
## 10235 1.616010e+00 -1.000168442 -0.00167326 -0.1429517
## 10236 1.616598e+00 1.768201804 -0.00167326 -0.1429517
## 10237 1.616892e+00 -1.000168442 0.01204618 -0.1429517
## 10238 1.617186e+00 -0.916278434 -0.23490366 -0.1429517
## 10239 1.617480e+00 0.258181670 -2.32025782 -0.1429517
## 10240 1.617774e+00 0.761521715 -0.00167326 -0.1429517
## 10241 1.618068e+00 1.180971752 -0.00167326 -0.1429517
## 10242 1.618363e+00 -0.748498419 -0.00167326 -0.1429517
## 10243 1.618657e+00 0.258181670 -0.00167326 -0.1429517
## 10244 1.618951e+00 -1.000168442 -0.00167326 -0.1429517
## 10245 1.619245e+00 -1.167948457 -0.87971712 -0.1429517
## 10246 1.619833e+00 0.006511648 0.01204618 -0.1429517
## 10247 1.620127e+00 -0.412938390 -0.00167326 -0.1429517
## 10248 1.620716e+00 0.174291662 0.01204618 -0.1429517
## 10249 1.621010e+00 0.677631707 -1.42849453 -0.1429517
## 10250 1.621304e+00 -0.496828397 -0.00167326 -0.1429517
## 10251 1.621598e+00 0.509851692 -0.08398987 -0.1429517
## 10252 1.621892e+00 0.090401655 -0.00167326 2.0078307
## 10253 1.622186e+00 -0.748498419 -0.00167326 -0.1429517
## 10254 1.622480e+00 -0.245158375 -0.00167326 -0.1429517
## 10255 1.622774e+00 0.342071677 -0.00167326 2.0078307
## 10256 1.623069e+00 -0.916278434 -0.00167326 -0.1429517
## 10257 1.623363e+00 -0.916278434 -0.00167326 -0.1429517
## 10258 1.623657e+00 0.845411722 -0.00167326 -0.1429517
## 10259 1.623951e+00 -0.664608412 -0.00167326 -0.1429517
## 10260 1.624245e+00 -0.161268367 -0.00167326 -0.1429517
## 10261 1.624539e+00 -0.916278434 0.01204618 -0.1429517
## 10262 1.624833e+00 -1.251838464 -0.00167326 -0.1429517
## 10263 1.625127e+00 0.509851692 -0.00167326 2.0078307
## 10264 1.625716e+00 -0.496828397 -0.00167326 -0.1429517
## 10265 1.626010e+00 0.174291662 0.01204618 -0.1429517
## 10266 1.626304e+00 -0.496828397 -0.00167326 -0.1429517
## 10267 1.626598e+00 0.425961685 -0.00167326 -0.1429517
## 10268 1.626892e+00 1.348751767 -0.00167326 -0.1429517
## 10269 1.627481e+00 -1.000168442 -0.00167326 -0.1429517
## 10270 1.627775e+00 -0.329048382 -0.00167326 -0.1429517
## 10271 1.628363e+00 -1.000168442 2.42666678 2.0078307
## 10272 1.628951e+00 0.509851692 -0.16630648 -0.1429517
## 10273 1.629245e+00 -1.000168442 -0.01539270 -0.1429517
## 10274 1.629539e+00 -0.748498419 0.01204618 -0.1429517
## 10275 1.629834e+00 -1.251838464 0.01204618 -0.1429517
## 10276 1.630128e+00 -0.832388427 0.01204618 -0.1429517
## 10277 1.630422e+00 1.180971752 0.01204618 2.0078307
## 10278 1.630716e+00 2.690991886 -0.00167326 -0.1429517
## 10279 1.631010e+00 -1.000168442 -0.00167326 -0.1429517
## 10280 1.631304e+00 1.180971752 -0.23490366 -0.1429517
## 10281 1.631598e+00 0.090401655 -0.00167326 -0.1429517
## 10282 1.632187e+00 1.432641774 -0.00167326 -0.1429517
## 10283 1.632481e+00 -1.084058449 -0.00167326 -0.1429517
## 10284 1.632775e+00 -0.077378360 -0.00167326 -0.1429517
## 10285 1.633069e+00 -1.167948457 -0.00167326 -0.1429517
## 10286 1.633363e+00 -0.329048382 -0.00167326 -0.1429517
## 10287 1.633657e+00 -0.161268367 -0.74252276 -0.1429517
## 10288 1.633951e+00 0.929301729 -0.30350084 -0.1429517
## 10289 1.634540e+00 -1.167948457 -0.04283157 -0.1429517
## 10290 1.634834e+00 0.342071677 -0.00167326 4.1586131
## 10291 1.635128e+00 -0.412938390 -0.00167326 -0.1429517
## 10292 1.635422e+00 -0.161268367 -0.53673123 -0.1429517
## 10293 1.635716e+00 0.006511648 -2.47117160 2.0078307
## 10294 1.636010e+00 0.258181670 -0.00167326 -0.1429517
## 10295 1.636304e+00 -0.664608412 -0.28978140 -0.1429517
## 10296 1.636599e+00 -0.412938390 -0.00167326 -0.1429517
## 10297 1.636893e+00 -0.329048382 -0.00167326 -0.1429517
## 10298 1.637187e+00 1.516531782 -0.00167326 -0.1429517
## 10299 1.637775e+00 -0.748498419 -0.00167326 -0.1429517
## 10300 1.638069e+00 1.516531782 -0.45441462 -0.1429517
## 10301 1.638363e+00 -0.329048382 -0.56417010 -0.1429517
## 10302 1.638952e+00 -0.832388427 -0.00167326 -0.1429517
## 10303 1.639246e+00 -0.077378360 0.01204618 6.3093955
## 10304 1.639540e+00 -0.580718405 -0.01539270 -0.1429517
## 10305 1.639834e+00 0.845411722 -0.37209801 -0.1429517
## 10306 1.640128e+00 1.097081744 -0.09770931 -0.1429517
## 10307 1.640422e+00 -0.329048382 -0.00167326 -0.1429517
## 10308 1.640716e+00 0.593741700 0.01204618 -0.1429517
## 10309 1.641010e+00 1.013191737 -0.00167326 -0.1429517
## 10310 1.641305e+00 0.258181670 -0.00167326 -0.1429517
## 10311 1.641599e+00 -0.412938390 -0.00167326 -0.1429517
## 10312 1.641893e+00 -0.916278434 -0.00167326 -0.1429517
## 10313 1.642187e+00 1.768201804 -0.00167326 -0.1429517
## 10314 1.642481e+00 1.348751767 -0.00167326 -0.1429517
## 10315 1.643069e+00 0.593741700 0.01204618 -0.1429517
## 10316 1.643363e+00 0.174291662 0.01204618 -0.1429517
## 10317 1.643658e+00 0.258181670 0.01204618 -0.1429517
## 10318 1.644246e+00 -0.748498419 -0.00167326 -0.1429517
## 10319 1.644834e+00 0.845411722 -0.00167326 2.0078307
## 10320 1.645128e+00 -1.000168442 -0.00167326 -0.1429517
## 10321 1.645422e+00 -0.077378360 -0.00167326 -0.1429517
## 10322 1.645717e+00 0.174291662 -0.00167326 -0.1429517
## 10323 1.646011e+00 -1.167948457 -0.00167326 -0.1429517
## 10324 1.646305e+00 2.774881893 -0.00167326 -0.1429517
## 10325 1.646599e+00 -0.329048382 -0.00167326 -0.1429517
## 10326 1.646893e+00 -0.748498419 -0.00167326 -0.1429517
## 10327 1.647775e+00 -0.748498419 -0.00167326 -0.1429517
## 10328 1.648070e+00 -1.084058449 -0.00167326 -0.1429517
## 10329 1.648364e+00 1.180971752 -0.00167326 -0.1429517
## 10330 1.648658e+00 1.432641774 0.01204618 -0.1429517
## 10331 1.648952e+00 -0.664608412 0.01204618 -0.1429517
## 10332 1.649246e+00 -0.580718405 0.01204618 -0.1429517
## 10333 1.649540e+00 -0.580718405 0.01204618 -0.1429517
## 10334 1.649834e+00 -0.077378360 -0.00167326 -0.1429517
## 10335 1.650128e+00 -0.496828397 -0.00167326 -0.1429517
## 10336 1.650423e+00 0.006511648 0.01204618 -0.1429517
## 10337 1.651011e+00 0.593741700 -0.01539270 -0.1429517
## 10338 1.651305e+00 -0.580718405 -0.00167326 -0.1429517
## 10339 1.651893e+00 -0.832388427 0.01204618 -0.1429517
## 10340 1.652481e+00 -1.084058449 0.01204618 -0.1429517
## 10341 1.652776e+00 0.342071677 -0.00167326 -0.1429517
## 10342 1.653070e+00 -0.245158375 -0.00167326 -0.1429517
## 10343 1.653364e+00 -0.161268367 -0.00167326 -0.1429517
## 10344 1.653658e+00 -0.329048382 -0.08398987 4.1586131
## 10345 1.653952e+00 -1.000168442 -0.00167326 -0.1429517
## 10346 1.654246e+00 -0.161268367 0.01204618 -0.1429517
## 10347 1.654835e+00 -0.748498419 -0.00167326 -0.1429517
## 10348 1.655129e+00 0.761521715 0.01204618 -0.1429517
## 10349 1.655423e+00 -0.664608412 -0.00167326 -0.1429517
## 10350 1.655717e+00 0.761521715 -0.00167326 -0.1429517
## 10351 1.656011e+00 0.425961685 -0.00167326 -0.1429517
## 10352 1.656305e+00 0.509851692 -0.00167326 -0.1429517
## 10353 1.656893e+00 -0.916278434 0.01204618 -0.1429517
## 10354 1.657188e+00 -1.000168442 0.01204618 -0.1429517
## 10355 1.657482e+00 1.180971752 -0.00167326 -0.1429517
## 10356 1.657776e+00 -0.161268367 -0.00167326 -0.1429517
## 10357 1.658070e+00 -0.832388427 -0.26234253 2.0078307
## 10358 1.658364e+00 2.187651841 -0.08398987 -0.1429517
## 10359 1.658658e+00 -0.580718405 -0.00167326 -0.1429517
## 10360 1.658952e+00 -0.916278434 0.01204618 -0.1429517
## 10361 1.659246e+00 0.929301729 -0.00167326 -0.1429517
## 10362 1.659835e+00 1.935981819 0.01204618 -0.1429517
## 10363 1.660423e+00 -0.748498419 0.01204618 -0.1429517
## 10364 1.661011e+00 -0.245158375 -0.24862309 2.0078307
## 10365 1.661305e+00 -0.832388427 -0.00167326 -0.1429517
## 10366 1.661599e+00 -0.161268367 -0.00167326 -0.1429517
## 10367 1.661894e+00 0.006511648 -0.31722027 -0.1429517
## 10368 1.662188e+00 -0.580718405 -0.16630648 -0.1429517
## 10369 1.662482e+00 0.342071677 -1.19526413 -0.1429517
## 10370 1.662776e+00 -1.167948457 -0.00167326 -0.1429517
## 10371 1.663070e+00 -0.580718405 -0.00167326 -0.1429517
## 10372 1.663364e+00 -0.916278434 0.01204618 -0.1429517
## 10373 1.663658e+00 -0.412938390 -0.00167326 -0.1429517
## 10374 1.663953e+00 -0.496828397 -0.00167326 -0.1429517
## 10375 1.664247e+00 -1.084058449 -0.00167326 -0.1429517
## 10376 1.664541e+00 1.348751767 -5.46200849 -0.1429517
## 10377 1.664835e+00 -0.077378360 -0.00167326 -0.1429517
## 10378 1.665129e+00 -1.167948457 -0.00167326 -0.1429517
## 10379 1.665423e+00 0.174291662 -0.68764502 -0.1429517
## 10380 1.665717e+00 1.935981819 -0.01539270 -0.1429517
## 10381 1.666011e+00 0.174291662 -0.60532841 -0.1429517
## 10382 1.666306e+00 -0.664608412 0.36875149 -0.1429517
## 10383 1.666600e+00 -1.000168442 -0.00167326 -0.1429517
## 10384 1.666894e+00 1.432641774 -0.00167326 -0.1429517
## 10385 1.667188e+00 1.516531782 -0.28978140 -0.1429517
## 10386 1.667482e+00 1.852091811 -0.00167326 -0.1429517
## 10387 1.667776e+00 -0.748498419 -0.00167326 -0.1429517
## 10388 1.668070e+00 -0.412938390 0.01204618 -0.1429517
## 10389 1.668364e+00 1.013191737 -0.00167326 -0.1429517
## 10390 1.668659e+00 -0.329048382 -0.92087542 -0.1429517
## 10391 1.669247e+00 -1.000168442 -0.08398987 -0.1429517
## 10392 1.669541e+00 2.103761834 -0.00167326 -0.1429517
## 10393 1.669835e+00 -0.412938390 -0.00167326 -0.1429517
## 10394 1.670423e+00 -1.000168442 -0.04283157 -0.1429517
## 10395 1.670717e+00 1.516531782 -0.00167326 -0.1429517
## 10396 1.671012e+00 1.180971752 -0.01539270 2.0078307
## 10397 1.671306e+00 -0.161268367 0.01204618 -0.1429517
## 10398 1.671600e+00 -0.580718405 0.01204618 -0.1429517
## 10399 1.671894e+00 0.761521715 -0.00167326 -0.1429517
## 10400 1.672188e+00 -0.748498419 0.01204618 -0.1429517
## 10401 1.672482e+00 -0.832388427 -0.00167326 -0.1429517
## 10402 1.672776e+00 0.845411722 -0.00167326 2.0078307
## 10403 1.673659e+00 1.935981819 0.01204618 -0.1429517
## 10404 1.673953e+00 -0.832388427 -0.00167326 -0.1429517
## 10405 1.674247e+00 -0.916278434 -0.00167326 -0.1429517
## 10406 1.674541e+00 1.432641774 -0.19374535 -0.1429517
## 10407 1.674835e+00 -0.748498419 -0.41325632 -0.1429517
## 10408 1.675129e+00 1.264861759 0.01204618 -0.1429517
## 10409 1.675424e+00 0.593741700 0.01204618 -0.1429517
## 10410 1.676306e+00 -0.664608412 -0.00167326 -0.1429517
## 10411 1.676600e+00 1.935981819 -0.05655100 -0.1429517
## 10412 1.676894e+00 -0.748498419 0.01204618 -0.1429517
## 10413 1.677188e+00 0.929301729 -0.00167326 -0.1429517
## 10414 1.677482e+00 1.348751767 -0.00167326 -0.1429517
## 10415 1.677777e+00 -0.161268367 -0.00167326 -0.1429517
## 10416 1.678365e+00 1.432641774 -0.00167326 -0.1429517
## 10417 1.678659e+00 1.348751767 -0.00167326 -0.1429517
## 10418 1.679247e+00 0.761521715 -0.00167326 -0.1429517
## 10419 1.679541e+00 2.271541849 -0.00167326 -0.1429517
## 10420 1.679835e+00 -0.161268367 -0.00167326 2.0078307
## 10421 1.680130e+00 0.258181670 -0.01539270 -0.1429517
## 10422 1.681306e+00 0.174291662 -0.33093971 -0.1429517
## 10423 1.681600e+00 -1.167948457 -0.00167326 -0.1429517
## 10424 1.681894e+00 0.006511648 -0.00167326 -0.1429517
## 10425 1.682188e+00 0.929301729 0.01204618 -0.1429517
## 10426 1.682777e+00 -1.084058449 0.01204618 -0.1429517
## 10427 1.683071e+00 -1.000168442 -0.00167326 -0.1429517
## 10428 1.683365e+00 1.684311796 -0.00167326 -0.1429517
## 10429 1.683659e+00 -1.084058449 -0.00167326 -0.1429517
## 10430 1.683953e+00 -1.167948457 -0.00167326 -0.1429517
## 10431 1.684247e+00 -0.580718405 0.02576561 -0.1429517
## 10432 1.684542e+00 0.006511648 3.99068240 -0.1429517
## 10433 1.684836e+00 -1.167948457 0.01204618 -0.1429517
## 10434 1.685130e+00 0.425961685 -0.56417010 -0.1429517
## 10435 1.685424e+00 -0.077378360 -0.31722027 -0.1429517
## 10436 1.685718e+00 -1.167948457 -0.00167326 -0.1429517
## 10437 1.686012e+00 0.929301729 -0.00167326 -0.1429517
## 10438 1.686306e+00 0.090401655 -0.00167326 -0.1429517
## 10439 1.686600e+00 -0.916278434 -0.00167326 -0.1429517
## 10440 1.686895e+00 -0.496828397 -0.16630648 -0.1429517
## 10441 1.687189e+00 1.600421789 -1.09922808 -0.1429517
## 10442 1.687483e+00 2.271541849 -0.00167326 -0.1429517
## 10443 1.687777e+00 1.264861759 -0.00167326 -0.1429517
## 10444 1.688071e+00 -0.161268367 -0.01539270 -0.1429517
## 10445 1.688365e+00 -0.329048382 0.01204618 -0.1429517
## 10446 1.688659e+00 1.432641774 -0.00167326 -0.1429517
## 10447 1.688953e+00 -0.832388427 0.01204618 -0.1429517
## 10448 1.689248e+00 0.006511648 -0.05655100 -0.1429517
## 10449 1.689542e+00 0.342071677 -0.00167326 -0.1429517
## 10450 1.689836e+00 1.935981819 0.01204618 -0.1429517
## 10451 1.690130e+00 1.768201804 -0.00167326 -0.1429517
## 10452 1.690424e+00 -0.412938390 -0.00167326 -0.1429517
## 10453 1.690718e+00 1.348751767 -0.00167326 -0.1429517
## 10454 1.691012e+00 -0.664608412 0.01204618 -0.1429517
## 10455 1.691306e+00 2.523211871 -0.00167326 -0.1429517
## 10456 1.691601e+00 -0.245158375 -0.13886761 -0.1429517
## 10457 1.691895e+00 -0.748498419 0.01204618 -0.1429517
## 10458 1.692189e+00 -0.412938390 -0.00167326 -0.1429517
## 10459 1.692483e+00 2.523211871 -0.19374535 -0.1429517
## 10460 1.692777e+00 -0.161268367 -0.00167326 -0.1429517
## 10461 1.693071e+00 1.013191737 0.01204618 -0.1429517
## 10462 1.693365e+00 0.845411722 -0.00167326 -0.1429517
## 10463 1.693660e+00 -0.077378360 0.01204618 -0.1429517
## 10464 1.694248e+00 -1.167948457 -0.00167326 -0.1429517
## 10465 1.694542e+00 2.103761834 0.01204618 -0.1429517
## 10466 1.694836e+00 1.097081744 -0.00167326 -0.1429517
## 10467 1.695130e+00 -0.329048382 0.01204618 -0.1429517
## 10468 1.695424e+00 -0.329048382 -0.00167326 -0.1429517
## 10469 1.695718e+00 -0.832388427 -0.00167326 -0.1429517
## 10470 1.696013e+00 0.258181670 0.01204618 -0.1429517
## 10471 1.696307e+00 -0.832388427 0.01204618 2.0078307
## 10472 1.696601e+00 -0.496828397 -0.00167326 -0.1429517
## 10473 1.696895e+00 -0.748498419 -0.11142874 -0.1429517
## 10474 1.697189e+00 -0.496828397 -0.12514818 -0.1429517
## 10475 1.697483e+00 2.271541849 -0.00167326 -0.1429517
## 10476 1.697777e+00 -0.077378360 -0.00167326 -0.1429517
## 10477 1.698071e+00 0.677631707 -0.00167326 -0.1429517
## 10478 1.698660e+00 -0.748498419 -0.01539270 -0.1429517
## 10479 1.698954e+00 -0.161268367 -0.00167326 -0.1429517
## 10480 1.699542e+00 -1.000168442 -0.00167326 -0.1429517
## 10481 1.700130e+00 -0.329048382 0.01204618 -0.1429517
## 10482 1.700424e+00 -0.245158375 0.01204618 -0.1429517
## 10483 1.700719e+00 -1.000168442 -0.00167326 -0.1429517
## 10484 1.701013e+00 0.929301729 6.48761961 -0.1429517
## 10485 1.701307e+00 -0.077378360 -0.00167326 -0.1429517
## 10486 1.701601e+00 -0.496828397 -0.00167326 -0.1429517
## 10487 1.701895e+00 -0.916278434 -0.00167326 -0.1429517
## 10488 1.702189e+00 -1.084058449 -1.08550864 -0.1429517
## 10489 1.702483e+00 1.180971752 -0.00167326 -0.1429517
## 10490 1.703072e+00 0.006511648 0.01204618 -0.1429517
## 10491 1.703366e+00 0.677631707 -0.00167326 -0.1429517
## 10492 1.703660e+00 1.180971752 -0.00167326 -0.1429517
## 10493 1.703954e+00 -0.748498419 -0.00167326 -0.1429517
## 10494 1.704248e+00 0.342071677 -0.00167326 -0.1429517
## 10495 1.704542e+00 1.180971752 -0.00167326 -0.1429517
## 10496 1.704836e+00 -0.161268367 -0.00167326 -0.1429517
## 10497 1.705131e+00 0.425961685 0.01204618 -0.1429517
## 10498 1.705425e+00 2.858771901 -0.00167326 -0.1429517
## 10499 1.706013e+00 2.187651841 -0.01539270 -0.1429517
## 10500 1.706307e+00 -0.664608412 -0.00167326 -0.1429517
## 10501 1.706601e+00 0.006511648 -0.00167326 4.1586131
## 10502 1.706895e+00 -0.329048382 -0.00167326 -0.1429517
## 10503 1.707189e+00 -0.832388427 2.41294734 4.1586131
## 10504 1.707484e+00 -1.084058449 -0.00167326 -0.1429517
## 10505 1.707778e+00 0.174291662 -0.23490366 -0.1429517
## 10506 1.708072e+00 -0.832388427 -0.00167326 -0.1429517
## 10507 1.708366e+00 -0.748498419 -0.00167326 -0.1429517
## 10508 1.708954e+00 -0.161268367 -0.00167326 -0.1429517
## 10509 1.709248e+00 0.677631707 -0.00167326 -0.1429517
## 10510 1.709542e+00 -0.329048382 0.01204618 -0.1429517
## 10511 1.709837e+00 0.845411722 -0.00167326 -0.1429517
## 10512 1.710131e+00 -0.161268367 -0.00167326 -0.1429517
## 10513 1.710425e+00 0.509851692 -0.00167326 -0.1429517
## 10514 1.711013e+00 -0.161268367 -2.43001330 -0.1429517
## 10515 1.711307e+00 -0.329048382 -0.00167326 -0.1429517
## 10516 1.712190e+00 -1.251838464 -0.74252276 2.0078307
## 10517 1.712484e+00 -0.832388427 -0.00167326 -0.1429517
## 10518 1.712778e+00 2.523211871 -0.01539270 -0.1429517
## 10519 1.713072e+00 -0.161268367 0.01204618 -0.1429517
## 10520 1.713660e+00 -0.580718405 -0.38581745 -0.1429517
## 10521 1.713954e+00 0.090401655 -1.90867476 -0.1429517
## 10522 1.714249e+00 -1.167948457 -0.00167326 -0.1429517
## 10523 1.714543e+00 -0.496828397 -0.00167326 -0.1429517
## 10524 1.714837e+00 0.677631707 -0.00167326 -0.1429517
## 10525 1.715131e+00 -0.916278434 2.13855864 -0.1429517
## 10526 1.715425e+00 0.090401655 -0.00167326 -0.1429517
## 10527 1.715719e+00 2.103761834 -0.00167326 -0.1429517
## 10528 1.716013e+00 -1.000168442 -0.00167326 -0.1429517
## 10529 1.716307e+00 -0.496828397 -0.00167326 -0.1429517
## 10530 1.716602e+00 -0.496828397 -0.01539270 -0.1429517
## 10531 1.716896e+00 -0.916278434 -0.00167326 -0.1429517
## 10532 1.717190e+00 0.006511648 -0.00167326 -0.1429517
## 10533 1.717484e+00 -0.245158375 -0.00167326 -0.1429517
## 10534 1.717778e+00 -0.496828397 -0.00167326 -0.1429517
## 10535 1.718072e+00 -1.167948457 -0.00167326 -0.1429517
## 10536 1.718366e+00 0.090401655 -0.00167326 4.1586131
## 10537 1.718660e+00 2.523211871 0.01204618 -0.1429517
## 10538 1.719249e+00 1.264861759 -0.57788954 -0.1429517
## 10539 1.719837e+00 -0.496828397 -0.00167326 -0.1429517
## 10540 1.720131e+00 2.271541849 -0.33093971 -0.1429517
## 10541 1.720425e+00 2.019871826 0.01204618 -0.1429517
## 10542 1.720719e+00 1.432641774 0.93124834 -0.1429517
## 10543 1.721013e+00 -0.245158375 -0.00167326 -0.1429517
## 10544 1.721308e+00 -0.832388427 -0.82483937 -0.1429517
## 10545 1.721602e+00 1.013191737 -0.00167326 -0.1429517
## 10546 1.721896e+00 -0.832388427 0.01204618 -0.1429517
## 10547 1.722190e+00 -0.832388427 -0.00167326 -0.1429517
## 10548 1.722484e+00 0.090401655 0.01204618 -0.1429517
## 10549 1.722778e+00 -0.832388427 0.01204618 -0.1429517
## 10550 1.723072e+00 1.684311796 -0.00167326 -0.1429517
## 10551 1.723367e+00 -0.832388427 -0.93459486 -0.1429517
## 10552 1.723661e+00 -0.245158375 -0.00167326 -0.1429517
## 10553 1.723955e+00 -1.084058449 -0.00167326 -0.1429517
## 10554 1.724249e+00 1.432641774 -0.00167326 -0.1429517
## 10555 1.724543e+00 0.258181670 -0.00167326 4.1586131
## 10556 1.724837e+00 1.013191737 -0.00167326 -0.1429517
## 10557 1.725131e+00 0.090401655 -0.00167326 2.0078307
## 10558 1.725425e+00 1.516531782 -0.00167326 -0.1429517
## 10559 1.725720e+00 -1.251838464 -0.00167326 -0.1429517
## 10560 1.726014e+00 -1.084058449 -0.00167326 -0.1429517
## 10561 1.726308e+00 1.600421789 -0.01539270 -0.1429517
## 10562 1.726602e+00 0.090401655 0.01204618 -0.1429517
## 10563 1.726896e+00 1.348751767 -0.00167326 -0.1429517
## 10564 1.727190e+00 -1.084058449 -0.00167326 -0.1429517
## 10565 1.727484e+00 0.677631707 0.01204618 -0.1429517
## 10566 1.727778e+00 1.768201804 -0.59160898 -0.1429517
## 10567 1.728073e+00 -0.077378360 0.01204618 -0.1429517
## 10568 1.728367e+00 -0.916278434 0.01204618 -0.1429517
## 10569 1.728661e+00 -0.916278434 0.01204618 -0.1429517
## 10570 1.728955e+00 -1.000168442 -0.00167326 -0.1429517
## 10571 1.729249e+00 1.768201804 -0.00167326 -0.1429517
## 10572 1.729543e+00 0.761521715 -0.00167326 -0.1429517
## 10573 1.729837e+00 2.355431856 -0.01539270 -0.1429517
## 10574 1.730131e+00 1.013191737 -0.00167326 -0.1429517
## 10575 1.730426e+00 -1.084058449 -0.00167326 -0.1429517
## 10576 1.731014e+00 -0.496828397 -2.67696313 -0.1429517
## 10577 1.731308e+00 -0.077378360 -0.00167326 -0.1429517
## juv_misd_count juv_other_count priors_count
## 1 -0.1738944 -0.2142617 -0.68440874
## 2 -0.1738944 -0.2142617 -0.68440874
## 3 -0.1738944 1.9502522 0.14751578
## 4 -0.1738944 -0.2142617 -0.68440874
## 5 -0.1738944 -0.2142617 2.22732710
## 6 -0.1738944 -0.2142617 -0.06046535
## 7 -0.1738944 -0.2142617 -0.68440874
## 8 -0.1738944 1.9502522 -0.68440874
## 9 -0.1738944 -0.2142617 -0.68440874
## 10 -0.1738944 -0.2142617 -0.47642761
## 11 -0.1738944 -0.2142617 -0.68440874
## 12 -0.1738944 -0.2142617 -0.06046535
## 13 -0.1738944 -0.2142617 -0.68440874
## 14 -0.1738944 -0.2142617 -0.68440874
## 15 -0.1738944 -0.2142617 -0.68440874
## 16 -0.1738944 -0.2142617 -0.47642761
## 17 -0.1738944 -0.2142617 0.77145918
## 18 -0.1738944 -0.2142617 -0.68440874
## 19 -0.1738944 -0.2142617 -0.06046535
## 20 -0.1738944 -0.2142617 0.56347805
## 21 -0.1738944 -0.2142617 0.35549691
## 22 -0.1738944 -0.2142617 2.01934596
## 23 -0.1738944 -0.2142617 -0.47642761
## 24 -0.1738944 -0.2142617 -0.68440874
## 25 -0.1738944 -0.2142617 -0.68440874
## 26 -0.1738944 -0.2142617 -0.26844648
## 27 -0.1738944 -0.2142617 -0.47642761
## 28 -0.1738944 -0.2142617 -0.47642761
## 29 -0.1738944 -0.2142617 -0.47642761
## 30 -0.1738944 -0.2142617 -0.68440874
## 31 -0.1738944 -0.2142617 -0.68440874
## 32 -0.1738944 -0.2142617 0.97944031
## 33 -0.1738944 -0.2142617 0.97944031
## 34 -0.1738944 -0.2142617 -0.06046535
## 35 -0.1738944 1.9502522 0.35549691
## 36 -0.1738944 -0.2142617 -0.68440874
## 37 -0.1738944 -0.2142617 1.18742144
## 38 -0.1738944 -0.2142617 0.14751578
## 39 -0.1738944 -0.2142617 -0.68440874
## 40 -0.1738944 -0.2142617 -0.26844648
## 41 -0.1738944 -0.2142617 -0.68440874
## 42 -0.1738944 -0.2142617 2.43530823
## 43 -0.1738944 4.1147662 0.35549691
## 44 -0.1738944 -0.2142617 3.26723275
## 45 -0.1738944 -0.2142617 0.77145918
## 46 -0.1738944 4.1147662 0.56347805
## 47 -0.1738944 -0.2142617 0.14751578
## 48 -0.1738944 -0.2142617 -0.47642761
## 49 1.9747986 6.2792801 3.68319501
## 50 -0.1738944 -0.2142617 -0.68440874
## 51 -0.1738944 -0.2142617 -0.26844648
## 52 -0.1738944 -0.2142617 -0.26844648
## 53 -0.1738944 -0.2142617 -0.26844648
## 54 -0.1738944 -0.2142617 -0.68440874
## 55 -0.1738944 -0.2142617 0.77145918
## 56 -0.1738944 -0.2142617 0.97944031
## 57 -0.1738944 -0.2142617 3.89117614
## 58 -0.1738944 -0.2142617 -0.68440874
## 59 -0.1738944 -0.2142617 -0.68440874
## 60 -0.1738944 -0.2142617 1.18742144
## 61 -0.1738944 8.4437941 2.01934596
## 62 -0.1738944 -0.2142617 -0.68440874
## 63 -0.1738944 -0.2142617 0.14751578
## 64 -0.1738944 -0.2142617 -0.68440874
## 65 -0.1738944 -0.2142617 -0.47642761
## 66 -0.1738944 -0.2142617 -0.68440874
## 67 -0.1738944 -0.2142617 -0.68440874
## 68 -0.1738944 -0.2142617 -0.68440874
## 69 -0.1738944 -0.2142617 3.47521388
## 70 -0.1738944 -0.2142617 -0.47642761
## 71 -0.1738944 -0.2142617 -0.47642761
## 72 -0.1738944 1.9502522 -0.06046535
## 73 -0.1738944 1.9502522 2.43530823
## 74 -0.1738944 -0.2142617 -0.26844648
## 75 -0.1738944 -0.2142617 -0.68440874
## 76 -0.1738944 -0.2142617 -0.06046535
## 77 -0.1738944 -0.2142617 -0.68440874
## 78 -0.1738944 -0.2142617 0.14751578
## 79 -0.1738944 -0.2142617 0.97944031
## 80 -0.1738944 -0.2142617 -0.68440874
## 81 -0.1738944 -0.2142617 0.35549691
## 82 -0.1738944 -0.2142617 1.39540257
## 83 -0.1738944 -0.2142617 -0.26844648
## 84 1.9747986 4.1147662 2.43530823
## 85 -0.1738944 -0.2142617 0.14751578
## 86 1.9747986 -0.2142617 1.18742144
## 87 -0.1738944 1.9502522 -0.47642761
## 88 -0.1738944 -0.2142617 -0.68440874
## 89 1.9747986 4.1147662 -0.26844648
## 90 -0.1738944 -0.2142617 0.14751578
## 91 -0.1738944 -0.2142617 -0.68440874
## 92 1.9747986 -0.2142617 0.56347805
## 93 -0.1738944 -0.2142617 -0.68440874
## 94 -0.1738944 -0.2142617 -0.68440874
## 95 -0.1738944 -0.2142617 0.56347805
## 96 -0.1738944 -0.2142617 -0.47642761
## 97 -0.1738944 -0.2142617 -0.26844648
## 98 -0.1738944 -0.2142617 -0.68440874
## 99 -0.1738944 -0.2142617 -0.47642761
## 100 1.9747986 -0.2142617 0.14751578
## 101 -0.1738944 -0.2142617 0.35549691
## 102 -0.1738944 1.9502522 -0.47642761
## 103 -0.1738944 -0.2142617 -0.47642761
## 104 -0.1738944 -0.2142617 -0.26844648
## 105 -0.1738944 -0.2142617 -0.47642761
## 106 -0.1738944 -0.2142617 -0.47642761
## 107 -0.1738944 -0.2142617 -0.68440874
## 108 -0.1738944 -0.2142617 -0.47642761
## 109 -0.1738944 -0.2142617 -0.47642761
## 110 -0.1738944 -0.2142617 -0.06046535
## 111 -0.1738944 -0.2142617 -0.68440874
## 112 -0.1738944 -0.2142617 -0.47642761
## 113 -0.1738944 -0.2142617 -0.68440874
## 114 -0.1738944 -0.2142617 0.97944031
## 115 -0.1738944 -0.2142617 -0.68440874
## 116 -0.1738944 -0.2142617 -0.06046535
## 117 -0.1738944 -0.2142617 -0.06046535
## 118 -0.1738944 -0.2142617 -0.68440874
## 119 12.7182637 1.9502522 2.22732710
## 120 -0.1738944 -0.2142617 -0.68440874
## 121 -0.1738944 -0.2142617 -0.26844648
## 122 -0.1738944 1.9502522 -0.26844648
## 123 -0.1738944 -0.2142617 0.56347805
## 124 -0.1738944 -0.2142617 0.14751578
## 125 -0.1738944 -0.2142617 1.39540257
## 126 -0.1738944 -0.2142617 -0.47642761
## 127 -0.1738944 -0.2142617 1.18742144
## 128 -0.1738944 -0.2142617 0.77145918
## 129 -0.1738944 -0.2142617 -0.47642761
## 130 -0.1738944 1.9502522 0.56347805
## 131 -0.1738944 -0.2142617 1.18742144
## 132 -0.1738944 -0.2142617 -0.06046535
## 133 -0.1738944 -0.2142617 -0.68440874
## 134 -0.1738944 -0.2142617 -0.26844648
## 135 -0.1738944 -0.2142617 -0.06046535
## 136 -0.1738944 -0.2142617 -0.68440874
## 137 -0.1738944 -0.2142617 -0.68440874
## 138 -0.1738944 -0.2142617 -0.47642761
## 139 -0.1738944 -0.2142617 -0.47642761
## 140 -0.1738944 -0.2142617 -0.47642761
## 141 -0.1738944 -0.2142617 -0.68440874
## 142 -0.1738944 -0.2142617 0.97944031
## 143 1.9747986 4.1147662 0.97944031
## 144 -0.1738944 -0.2142617 -0.68440874
## 145 -0.1738944 -0.2142617 -0.68440874
## 146 -0.1738944 -0.2142617 -0.47642761
## 147 -0.1738944 -0.2142617 2.22732710
## 148 -0.1738944 -0.2142617 0.77145918
## 149 -0.1738944 -0.2142617 -0.68440874
## 150 -0.1738944 -0.2142617 -0.47642761
## 151 -0.1738944 1.9502522 -0.26844648
## 152 -0.1738944 -0.2142617 -0.68440874
## 153 -0.1738944 -0.2142617 -0.06046535
## 154 -0.1738944 -0.2142617 -0.68440874
## 155 -0.1738944 -0.2142617 -0.68440874
## 156 -0.1738944 -0.2142617 0.35549691
## 157 -0.1738944 -0.2142617 -0.06046535
## 158 -0.1738944 -0.2142617 -0.68440874
## 159 -0.1738944 -0.2142617 -0.06046535
## 160 -0.1738944 -0.2142617 0.35549691
## 161 -0.1738944 -0.2142617 -0.06046535
## 162 -0.1738944 -0.2142617 -0.47642761
## 163 1.9747986 -0.2142617 1.39540257
## 164 -0.1738944 -0.2142617 -0.68440874
## 165 25.6104217 4.1147662 5.13906293
## 166 -0.1738944 -0.2142617 -0.68440874
## 167 -0.1738944 -0.2142617 -0.47642761
## 168 -0.1738944 -0.2142617 1.18742144
## 169 -0.1738944 -0.2142617 -0.47642761
## 170 -0.1738944 -0.2142617 2.01934596
## 171 -0.1738944 -0.2142617 -0.06046535
## 172 -0.1738944 -0.2142617 -0.47642761
## 173 -0.1738944 -0.2142617 -0.26844648
## 174 -0.1738944 -0.2142617 0.97944031
## 175 -0.1738944 -0.2142617 -0.26844648
## 176 -0.1738944 -0.2142617 -0.06046535
## 177 -0.1738944 -0.2142617 3.26723275
## 178 -0.1738944 -0.2142617 -0.68440874
## 179 -0.1738944 -0.2142617 -0.26844648
## 180 -0.1738944 -0.2142617 0.14751578
## 181 -0.1738944 -0.2142617 0.56347805
## 182 -0.1738944 -0.2142617 -0.26844648
## 183 -0.1738944 -0.2142617 -0.68440874
## 184 -0.1738944 -0.2142617 -0.47642761
## 185 -0.1738944 -0.2142617 -0.26844648
## 186 -0.1738944 -0.2142617 -0.47642761
## 187 -0.1738944 -0.2142617 -0.68440874
## 188 -0.1738944 -0.2142617 -0.68440874
## 189 -0.1738944 -0.2142617 2.01934596
## 190 -0.1738944 -0.2142617 -0.68440874
## 191 1.9747986 -0.2142617 1.39540257
## 192 -0.1738944 -0.2142617 -0.68440874
## 193 -0.1738944 -0.2142617 -0.26844648
## 194 -0.1738944 -0.2142617 0.14751578
## 195 -0.1738944 -0.2142617 -0.06046535
## 196 -0.1738944 -0.2142617 -0.47642761
## 197 -0.1738944 -0.2142617 -0.47642761
## 198 -0.1738944 -0.2142617 -0.26844648
## 199 -0.1738944 -0.2142617 0.35549691
## 200 -0.1738944 -0.2142617 -0.47642761
## 201 -0.1738944 -0.2142617 -0.47642761
## 202 -0.1738944 -0.2142617 2.43530823
## 203 -0.1738944 -0.2142617 -0.68440874
## 204 -0.1738944 -0.2142617 -0.47642761
## 205 -0.1738944 -0.2142617 -0.26844648
## 206 -0.1738944 -0.2142617 -0.68440874
## 207 1.9747986 -0.2142617 1.18742144
## 208 -0.1738944 -0.2142617 1.60338370
## 209 -0.1738944 -0.2142617 0.97944031
## 210 -0.1738944 -0.2142617 0.14751578
## 211 -0.1738944 -0.2142617 -0.68440874
## 212 -0.1738944 -0.2142617 0.77145918
## 213 -0.1738944 -0.2142617 -0.26844648
## 214 -0.1738944 -0.2142617 -0.68440874
## 215 -0.1738944 -0.2142617 -0.68440874
## 216 -0.1738944 -0.2142617 -0.68440874
## 217 -0.1738944 -0.2142617 0.14751578
## 218 -0.1738944 -0.2142617 -0.47642761
## 219 -0.1738944 -0.2142617 2.01934596
## 220 -0.1738944 -0.2142617 -0.47642761
## 221 -0.1738944 -0.2142617 0.14751578
## 222 -0.1738944 -0.2142617 -0.47642761
## 223 -0.1738944 -0.2142617 -0.26844648
## 224 -0.1738944 -0.2142617 -0.06046535
## 225 -0.1738944 -0.2142617 -0.47642761
## 226 -0.1738944 -0.2142617 -0.06046535
## 227 -0.1738944 -0.2142617 -0.47642761
## 228 -0.1738944 -0.2142617 -0.26844648
## 229 -0.1738944 -0.2142617 -0.68440874
## 230 -0.1738944 -0.2142617 -0.47642761
## 231 -0.1738944 -0.2142617 0.56347805
## 232 -0.1738944 -0.2142617 0.35549691
## 233 -0.1738944 -0.2142617 0.56347805
## 234 -0.1738944 -0.2142617 -0.68440874
## 235 -0.1738944 -0.2142617 -0.68440874
## 236 -0.1738944 -0.2142617 -0.47642761
## 237 -0.1738944 -0.2142617 -0.06046535
## 238 -0.1738944 -0.2142617 -0.68440874
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## 1677 -0.1738944 -0.2142617 -0.68440874
## 1678 -0.1738944 -0.2142617 -0.06046535
## 1679 -0.1738944 -0.2142617 -0.06046535
## 1680 -0.1738944 -0.2142617 -0.47642761
## 1681 -0.1738944 -0.2142617 -0.68440874
## 1682 -0.1738944 -0.2142617 -0.68440874
## 1683 -0.1738944 -0.2142617 -0.68440874
## 1684 -0.1738944 -0.2142617 -0.47642761
## 1685 -0.1738944 -0.2142617 -0.47642761
## 1686 -0.1738944 -0.2142617 -0.68440874
## 1687 -0.1738944 1.9502522 -0.06046535
## 1688 -0.1738944 -0.2142617 -0.47642761
## 1689 -0.1738944 -0.2142617 -0.68440874
## 1690 -0.1738944 -0.2142617 -0.68440874
## 1691 -0.1738944 -0.2142617 -0.68440874
## 1692 -0.1738944 -0.2142617 -0.68440874
## 1693 -0.1738944 -0.2142617 -0.68440874
## 1694 -0.1738944 -0.2142617 -0.68440874
## 1695 -0.1738944 -0.2142617 -0.26844648
## 1696 -0.1738944 -0.2142617 -0.68440874
## 1697 -0.1738944 -0.2142617 -0.47642761
## 1698 -0.1738944 -0.2142617 -0.47642761
## 1699 -0.1738944 -0.2142617 -0.26844648
## 1700 -0.1738944 -0.2142617 -0.06046535
## 1701 -0.1738944 -0.2142617 -0.26844648
## 1702 -0.1738944 -0.2142617 0.35549691
## 1703 -0.1738944 -0.2142617 -0.68440874
## 1704 17.0156497 1.9502522 0.97944031
## 1705 -0.1738944 -0.2142617 -0.68440874
## 1706 1.9747986 -0.2142617 0.97944031
## 1707 -0.1738944 -0.2142617 -0.68440874
## 1708 -0.1738944 -0.2142617 -0.47642761
## 1709 -0.1738944 -0.2142617 -0.06046535
## 1710 -0.1738944 -0.2142617 1.81136483
## 1711 -0.1738944 -0.2142617 -0.68440874
## 1712 -0.1738944 -0.2142617 0.56347805
## 1713 -0.1738944 1.9502522 -0.68440874
## 1714 -0.1738944 -0.2142617 -0.26844648
## 1715 -0.1738944 -0.2142617 -0.47642761
## 1716 -0.1738944 -0.2142617 0.14751578
## 1717 -0.1738944 -0.2142617 -0.68440874
## 1718 1.9747986 1.9502522 0.14751578
## 1719 -0.1738944 1.9502522 -0.47642761
## 1720 -0.1738944 -0.2142617 -0.68440874
## 1721 -0.1738944 -0.2142617 -0.68440874
## 1722 -0.1738944 -0.2142617 1.39540257
## 1723 -0.1738944 -0.2142617 -0.68440874
## 1724 -0.1738944 -0.2142617 0.97944031
## 1725 -0.1738944 -0.2142617 -0.47642761
## 1726 -0.1738944 -0.2142617 -0.47642761
## 1727 -0.1738944 -0.2142617 -0.68440874
## 1728 -0.1738944 -0.2142617 -0.06046535
## 1729 -0.1738944 -0.2142617 -0.47642761
## 1730 -0.1738944 -0.2142617 -0.68440874
## 1731 -0.1738944 -0.2142617 -0.68440874
## 1732 -0.1738944 -0.2142617 -0.06046535
## 1733 -0.1738944 -0.2142617 1.18742144
## 1734 -0.1738944 -0.2142617 -0.68440874
## 1735 -0.1738944 -0.2142617 -0.68440874
## 1736 -0.1738944 -0.2142617 0.14751578
## 1737 -0.1738944 -0.2142617 -0.47642761
## 1738 -0.1738944 -0.2142617 -0.26844648
## 1739 -0.1738944 -0.2142617 -0.68440874
## 1740 -0.1738944 -0.2142617 -0.68440874
## 1741 -0.1738944 1.9502522 0.56347805
## 1742 -0.1738944 -0.2142617 3.89117614
## 1743 -0.1738944 -0.2142617 -0.68440874
## 1744 -0.1738944 -0.2142617 1.18742144
## 1745 -0.1738944 -0.2142617 -0.68440874
## 1746 -0.1738944 -0.2142617 -0.68440874
## 1747 -0.1738944 -0.2142617 0.35549691
## 1748 -0.1738944 -0.2142617 0.14751578
## 1749 -0.1738944 -0.2142617 0.14751578
## 1750 -0.1738944 -0.2142617 -0.68440874
## 1751 -0.1738944 -0.2142617 -0.47642761
## 1752 -0.1738944 -0.2142617 -0.68440874
## 1753 -0.1738944 -0.2142617 -0.26844648
## 1754 -0.1738944 -0.2142617 -0.68440874
## 1755 -0.1738944 -0.2142617 -0.68440874
## 1756 -0.1738944 -0.2142617 0.14751578
## 1757 -0.1738944 -0.2142617 -0.26844648
## 1758 -0.1738944 -0.2142617 -0.47642761
## 1759 -0.1738944 -0.2142617 -0.68440874
## 1760 -0.1738944 -0.2142617 -0.47642761
## 1761 -0.1738944 -0.2142617 -0.68440874
## 1762 -0.1738944 -0.2142617 -0.26844648
## 1763 -0.1738944 -0.2142617 -0.68440874
## 1764 -0.1738944 -0.2142617 2.64328936
## 1765 -0.1738944 -0.2142617 -0.68440874
## 1766 -0.1738944 -0.2142617 -0.68440874
## 1767 -0.1738944 -0.2142617 0.77145918
## 1768 -0.1738944 -0.2142617 0.14751578
## 1769 -0.1738944 -0.2142617 -0.47642761
## 1770 -0.1738944 -0.2142617 0.56347805
## 1771 -0.1738944 -0.2142617 -0.47642761
## 1772 -0.1738944 -0.2142617 -0.68440874
## 1773 -0.1738944 -0.2142617 -0.47642761
## 1774 -0.1738944 -0.2142617 -0.47642761
## 1775 -0.1738944 -0.2142617 -0.47642761
## 1776 -0.1738944 -0.2142617 -0.47642761
## 1777 -0.1738944 -0.2142617 -0.68440874
## 1778 -0.1738944 -0.2142617 -0.68440874
## 1779 -0.1738944 4.1147662 1.18742144
## 1780 -0.1738944 -0.2142617 -0.26844648
## 1781 -0.1738944 -0.2142617 -0.68440874
## 1782 -0.1738944 1.9502522 -0.26844648
## 1783 -0.1738944 -0.2142617 0.35549691
## 1784 -0.1738944 -0.2142617 -0.68440874
## 1785 -0.1738944 -0.2142617 -0.47642761
## 1786 -0.1738944 -0.2142617 -0.68440874
## 1787 -0.1738944 -0.2142617 -0.47642761
## 1788 -0.1738944 -0.2142617 -0.26844648
## 1789 -0.1738944 -0.2142617 -0.68440874
## 1790 -0.1738944 -0.2142617 -0.68440874
## 1791 -0.1738944 -0.2142617 -0.47642761
## 1792 -0.1738944 -0.2142617 -0.26844648
## 1793 -0.1738944 -0.2142617 0.56347805
## 1794 -0.1738944 -0.2142617 1.81136483
## 1795 -0.1738944 -0.2142617 -0.68440874
## 1796 -0.1738944 -0.2142617 -0.47642761
## 1797 -0.1738944 -0.2142617 -0.68440874
## 1798 -0.1738944 -0.2142617 -0.68440874
## 1799 -0.1738944 -0.2142617 -0.68440874
## 1800 -0.1738944 -0.2142617 -0.26844648
## 1801 -0.1738944 -0.2142617 0.56347805
## 1802 -0.1738944 -0.2142617 0.14751578
## 1803 -0.1738944 -0.2142617 -0.68440874
## 1804 -0.1738944 -0.2142617 0.97944031
## 1805 -0.1738944 -0.2142617 0.77145918
## 1806 -0.1738944 -0.2142617 0.35549691
## 1807 -0.1738944 -0.2142617 -0.68440874
## 1808 -0.1738944 -0.2142617 -0.68440874
## 1809 -0.1738944 -0.2142617 0.77145918
## 1810 -0.1738944 -0.2142617 0.77145918
## 1811 -0.1738944 -0.2142617 -0.68440874
## 1812 -0.1738944 -0.2142617 1.39540257
## 1813 -0.1738944 -0.2142617 -0.47642761
## 1814 -0.1738944 -0.2142617 -0.68440874
## 1815 -0.1738944 -0.2142617 -0.68440874
## 1816 -0.1738944 -0.2142617 -0.68440874
## 1817 -0.1738944 -0.2142617 1.81136483
## 1818 -0.1738944 -0.2142617 -0.68440874
## 1819 -0.1738944 -0.2142617 -0.68440874
## 1820 -0.1738944 -0.2142617 2.64328936
## 1821 -0.1738944 -0.2142617 4.09915728
## 1822 -0.1738944 -0.2142617 0.14751578
## 1823 -0.1738944 -0.2142617 -0.68440874
## 1824 -0.1738944 -0.2142617 -0.68440874
## 1825 -0.1738944 -0.2142617 -0.68440874
## 1826 -0.1738944 -0.2142617 -0.68440874
## 1827 -0.1738944 -0.2142617 -0.26844648
## 1828 -0.1738944 -0.2142617 -0.68440874
## 1829 -0.1738944 -0.2142617 0.35549691
## 1830 -0.1738944 -0.2142617 -0.26844648
## 1831 -0.1738944 -0.2142617 1.60338370
## 1832 -0.1738944 -0.2142617 -0.68440874
## 1833 -0.1738944 -0.2142617 0.14751578
## 1834 -0.1738944 -0.2142617 0.35549691
## 1835 -0.1738944 -0.2142617 0.14751578
## 1836 -0.1738944 -0.2142617 -0.68440874
## 1837 -0.1738944 -0.2142617 -0.26844648
## 1838 -0.1738944 -0.2142617 -0.68440874
## 1839 -0.1738944 -0.2142617 -0.26844648
## 1840 -0.1738944 -0.2142617 -0.26844648
## 1841 -0.1738944 -0.2142617 -0.68440874
## 1842 4.1234916 -0.2142617 2.85127049
## 1843 -0.1738944 -0.2142617 -0.68440874
## 1844 -0.1738944 -0.2142617 0.14751578
## 1845 -0.1738944 -0.2142617 0.35549691
## 1846 -0.1738944 -0.2142617 -0.06046535
## 1847 -0.1738944 -0.2142617 0.14751578
## 1848 -0.1738944 -0.2142617 -0.47642761
## 1849 -0.1738944 -0.2142617 -0.68440874
## 1850 -0.1738944 1.9502522 -0.47642761
## 1851 -0.1738944 -0.2142617 0.56347805
## 1852 -0.1738944 1.9502522 -0.26844648
## 1853 -0.1738944 -0.2142617 -0.68440874
## 1854 -0.1738944 -0.2142617 -0.68440874
## 1855 -0.1738944 -0.2142617 -0.26844648
## 1856 -0.1738944 -0.2142617 -0.68440874
## 1857 -0.1738944 -0.2142617 -0.68440874
## 1858 -0.1738944 -0.2142617 0.56347805
## 1859 -0.1738944 -0.2142617 0.56347805
## 1860 6.2721846 1.9502522 2.43530823
## 1861 -0.1738944 1.9502522 -0.68440874
## 1862 -0.1738944 -0.2142617 -0.68440874
## 1863 -0.1738944 -0.2142617 -0.06046535
## 1864 -0.1738944 -0.2142617 -0.47642761
## 1865 -0.1738944 -0.2142617 -0.47642761
## 1866 -0.1738944 4.1147662 -0.47642761
## 1867 -0.1738944 -0.2142617 0.97944031
## 1868 -0.1738944 -0.2142617 -0.26844648
## 1869 -0.1738944 -0.2142617 0.56347805
## 1870 -0.1738944 -0.2142617 -0.68440874
## 1871 -0.1738944 -0.2142617 -0.68440874
## 1872 -0.1738944 -0.2142617 -0.26844648
## 1873 -0.1738944 -0.2142617 1.60338370
## 1874 -0.1738944 -0.2142617 -0.47642761
## 1875 -0.1738944 -0.2142617 -0.68440874
## 1876 -0.1738944 -0.2142617 -0.68440874
## 1877 -0.1738944 -0.2142617 -0.68440874
## 1878 -0.1738944 -0.2142617 0.77145918
## 1879 -0.1738944 -0.2142617 -0.47642761
## 1880 -0.1738944 -0.2142617 0.14751578
## 1881 -0.1738944 -0.2142617 -0.06046535
## 1882 -0.1738944 -0.2142617 -0.47642761
## 1883 -0.1738944 -0.2142617 -0.47642761
## 1884 -0.1738944 -0.2142617 -0.26844648
## 1885 -0.1738944 -0.2142617 -0.47642761
## 1886 -0.1738944 -0.2142617 -0.68440874
## 1887 -0.1738944 -0.2142617 -0.47642761
## 1888 -0.1738944 -0.2142617 -0.68440874
## 1889 -0.1738944 -0.2142617 -0.68440874
## 1890 -0.1738944 -0.2142617 2.43530823
## 1891 -0.1738944 -0.2142617 -0.68440874
## 1892 -0.1738944 -0.2142617 -0.68440874
## 1893 -0.1738944 -0.2142617 -0.47642761
## 1894 -0.1738944 -0.2142617 -0.68440874
## 1895 -0.1738944 -0.2142617 2.85127049
## 1896 -0.1738944 -0.2142617 -0.26844648
## 1897 -0.1738944 -0.2142617 -0.68440874
## 1898 -0.1738944 -0.2142617 -0.47642761
## 1899 -0.1738944 -0.2142617 -0.68440874
## 1900 -0.1738944 -0.2142617 1.39540257
## 1901 -0.1738944 1.9502522 -0.26844648
## 1902 -0.1738944 -0.2142617 1.18742144
## 1903 -0.1738944 -0.2142617 -0.47642761
## 1904 -0.1738944 -0.2142617 0.35549691
## 1905 -0.1738944 -0.2142617 -0.68440874
## 1906 -0.1738944 -0.2142617 -0.68440874
## 1907 -0.1738944 -0.2142617 -0.68440874
## 1908 6.2721846 -0.2142617 -0.06046535
## 1909 -0.1738944 -0.2142617 -0.68440874
## 1910 -0.1738944 -0.2142617 -0.68440874
## 1911 1.9747986 1.9502522 -0.26844648
## 1912 -0.1738944 -0.2142617 2.43530823
## 1913 -0.1738944 -0.2142617 -0.68440874
## 1914 -0.1738944 -0.2142617 -0.26844648
## 1915 -0.1738944 -0.2142617 3.47521388
## 1916 -0.1738944 -0.2142617 -0.68440874
## 1917 -0.1738944 -0.2142617 -0.06046535
## 1918 -0.1738944 1.9502522 0.14751578
## 1919 -0.1738944 -0.2142617 -0.68440874
## 1920 -0.1738944 -0.2142617 -0.47642761
## 1921 -0.1738944 -0.2142617 -0.68440874
## 1922 -0.1738944 -0.2142617 0.77145918
## 1923 -0.1738944 -0.2142617 0.35549691
## 1924 -0.1738944 -0.2142617 2.64328936
## 1925 -0.1738944 -0.2142617 -0.06046535
## 1926 -0.1738944 4.1147662 -0.68440874
## 1927 -0.1738944 -0.2142617 -0.26844648
## 1928 -0.1738944 -0.2142617 -0.68440874
## 1929 -0.1738944 -0.2142617 0.14751578
## 1930 -0.1738944 -0.2142617 0.35549691
## 1931 -0.1738944 -0.2142617 -0.47642761
## 1932 -0.1738944 -0.2142617 -0.47642761
## 1933 -0.1738944 1.9502522 0.14751578
## 1934 4.1234916 1.9502522 3.26723275
## 1935 -0.1738944 -0.2142617 -0.68440874
## 1936 -0.1738944 -0.2142617 -0.47642761
## 1937 -0.1738944 -0.2142617 -0.68440874
## 1938 -0.1738944 -0.2142617 -0.68440874
## 1939 -0.1738944 -0.2142617 -0.68440874
## 1940 -0.1738944 -0.2142617 -0.26844648
## 1941 -0.1738944 1.9502522 -0.47642761
## 1942 -0.1738944 -0.2142617 -0.68440874
## 1943 -0.1738944 -0.2142617 2.22732710
## 1944 -0.1738944 -0.2142617 -0.68440874
## 1945 -0.1738944 -0.2142617 -0.06046535
## 1946 -0.1738944 -0.2142617 -0.26844648
## 1947 -0.1738944 -0.2142617 -0.26844648
## 1948 -0.1738944 -0.2142617 -0.06046535
## 1949 -0.1738944 -0.2142617 -0.68440874
## 1950 -0.1738944 -0.2142617 2.43530823
## 1951 -0.1738944 -0.2142617 -0.47642761
## 1952 -0.1738944 -0.2142617 -0.47642761
## 1953 -0.1738944 -0.2142617 -0.26844648
## 1954 -0.1738944 -0.2142617 0.77145918
## 1955 -0.1738944 -0.2142617 -0.68440874
## 1956 -0.1738944 -0.2142617 -0.68440874
## 1957 -0.1738944 1.9502522 -0.68440874
## 1958 -0.1738944 -0.2142617 -0.68440874
## 1959 -0.1738944 -0.2142617 0.97944031
## 1960 -0.1738944 -0.2142617 -0.68440874
## 1961 -0.1738944 -0.2142617 -0.47642761
## 1962 -0.1738944 -0.2142617 -0.47642761
## 1963 -0.1738944 -0.2142617 -0.47642761
## 1964 -0.1738944 -0.2142617 0.77145918
## 1965 -0.1738944 -0.2142617 -0.47642761
## 1966 -0.1738944 -0.2142617 0.56347805
## 1967 -0.1738944 4.1147662 -0.06046535
## 1968 -0.1738944 -0.2142617 -0.47642761
## 1969 -0.1738944 -0.2142617 -0.06046535
## 1970 -0.1738944 -0.2142617 1.18742144
## 1971 -0.1738944 -0.2142617 -0.47642761
## 1972 -0.1738944 -0.2142617 3.47521388
## 1973 -0.1738944 -0.2142617 -0.47642761
## 1974 -0.1738944 -0.2142617 -0.68440874
## 1975 -0.1738944 1.9502522 0.35549691
## 1976 -0.1738944 -0.2142617 -0.68440874
## 1977 -0.1738944 -0.2142617 -0.47642761
## 1978 -0.1738944 -0.2142617 -0.06046535
## 1979 -0.1738944 -0.2142617 -0.68440874
## 1980 -0.1738944 -0.2142617 -0.68440874
## 1981 -0.1738944 -0.2142617 -0.26844648
## 1982 -0.1738944 -0.2142617 0.56347805
## 1983 -0.1738944 -0.2142617 -0.26844648
## 1984 -0.1738944 -0.2142617 0.97944031
## 1985 -0.1738944 -0.2142617 0.14751578
## 1986 -0.1738944 -0.2142617 0.77145918
## 1987 -0.1738944 -0.2142617 -0.47642761
## 1988 -0.1738944 -0.2142617 -0.26844648
## 1989 -0.1738944 -0.2142617 -0.26844648
## 1990 -0.1738944 -0.2142617 -0.47642761
## 1991 -0.1738944 -0.2142617 -0.68440874
## 1992 -0.1738944 -0.2142617 -0.47642761
## 1993 -0.1738944 -0.2142617 -0.68440874
## 1994 -0.1738944 -0.2142617 -0.26844648
## 1995 -0.1738944 -0.2142617 1.18742144
## 1996 -0.1738944 -0.2142617 -0.26844648
## 1997 -0.1738944 1.9502522 -0.06046535
## 1998 -0.1738944 -0.2142617 0.35549691
## 1999 -0.1738944 -0.2142617 0.35549691
## 2000 -0.1738944 -0.2142617 -0.06046535
## 2001 -0.1738944 -0.2142617 -0.68440874
## 2002 -0.1738944 -0.2142617 -0.06046535
## 2003 -0.1738944 -0.2142617 -0.06046535
## 2004 -0.1738944 -0.2142617 -0.26844648
## 2005 -0.1738944 -0.2142617 -0.06046535
## 2006 -0.1738944 -0.2142617 -0.47642761
## 2007 -0.1738944 -0.2142617 -0.68440874
## 2008 -0.1738944 -0.2142617 2.43530823
## 2009 -0.1738944 -0.2142617 -0.06046535
## 2010 -0.1738944 -0.2142617 -0.06046535
## 2011 -0.1738944 -0.2142617 -0.26844648
## 2012 -0.1738944 -0.2142617 -0.47642761
## 2013 -0.1738944 -0.2142617 -0.26844648
## 2014 -0.1738944 -0.2142617 -0.68440874
## 2015 4.1234916 -0.2142617 -0.06046535
## 2016 -0.1738944 -0.2142617 -0.68440874
## 2017 -0.1738944 -0.2142617 -0.68440874
## 2018 10.5695707 -0.2142617 1.81136483
## 2019 -0.1738944 -0.2142617 -0.68440874
## 2020 -0.1738944 -0.2142617 -0.06046535
## 2021 -0.1738944 -0.2142617 -0.06046535
## 2022 -0.1738944 -0.2142617 0.56347805
## 2023 -0.1738944 -0.2142617 0.14751578
## 2024 -0.1738944 1.9502522 0.14751578
## 2025 -0.1738944 -0.2142617 0.77145918
## 2026 -0.1738944 -0.2142617 0.35549691
## 2027 -0.1738944 -0.2142617 -0.68440874
## 2028 -0.1738944 -0.2142617 0.14751578
## 2029 -0.1738944 -0.2142617 -0.47642761
## 2030 -0.1738944 -0.2142617 -0.47642761
## 2031 -0.1738944 -0.2142617 0.56347805
## 2032 -0.1738944 -0.2142617 -0.47642761
## 2033 -0.1738944 -0.2142617 -0.68440874
## 2034 -0.1738944 4.1147662 2.43530823
## 2035 -0.1738944 -0.2142617 -0.47642761
## 2036 -0.1738944 -0.2142617 -0.47642761
## 2037 -0.1738944 -0.2142617 -0.68440874
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## 3770 -0.1738944 -0.2142617 -0.68440874
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## 3779 -0.1738944 -0.2142617 -0.68440874
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## 3786 -0.1738944 -0.2142617 -0.68440874
## 3787 -0.1738944 -0.2142617 -0.68440874
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## 3799 -0.1738944 -0.2142617 -0.68440874
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## 10557 10.5695707 -0.2142617 5.34704406
## 10558 -0.1738944 -0.2142617 2.22732710
## 10559 -0.1738944 -0.2142617 -0.47642761
## 10560 -0.1738944 -0.2142617 -0.68440874
## 10561 -0.1738944 -0.2142617 -0.68440874
## 10562 -0.1738944 -0.2142617 -0.68440874
## 10563 -0.1738944 -0.2142617 -0.68440874
## 10564 -0.1738944 -0.2142617 -0.68440874
## 10565 -0.1738944 -0.2142617 0.77145918
## 10566 -0.1738944 -0.2142617 -0.06046535
## 10567 -0.1738944 -0.2142617 -0.47642761
## 10568 -0.1738944 -0.2142617 -0.47642761
## 10569 -0.1738944 -0.2142617 -0.68440874
## 10570 -0.1738944 -0.2142617 -0.68440874
## 10571 -0.1738944 -0.2142617 -0.68440874
## 10572 -0.1738944 -0.2142617 -0.68440874
## 10573 -0.1738944 -0.2142617 0.35549691
## 10574 -0.1738944 -0.2142617 -0.47642761
## 10575 6.2721846 10.6083080 -0.06046535
## 10576 -0.1738944 -0.2142617 -0.26844648
## 10577 -0.1738944 -0.2142617 -0.68440874#select 400
sample_compas.df = scaled_compas.df %>% sample_n(size = 200)
sample_compas.df## id age days_b_screening_arrest juv_fel_count
## 1 -1.183214571 0.761521715 -0.00167326 -0.1429517
## 2 0.343314056 -0.580718405 -0.00167326 -0.1429517
## 3 -0.418185485 1.768201804 -0.00167326 -0.1429517
## 4 -1.361456642 0.174291662 -0.00167326 -0.1429517
## 5 0.503908397 0.677631707 -0.00167326 -0.1429517
## 6 1.288644115 -0.916278434 -0.00167326 -0.1429517
## 7 -1.317925576 -1.251838464 -0.00167326 -0.1429517
## 8 -0.687607493 -0.748498419 -0.00167326 -0.1429517
## 9 1.528947369 -0.412938390 -0.00167326 -0.1429517
## 10 1.505122934 0.761521715 -0.00167326 -0.1429517
## 11 -0.903498054 -1.000168442 -0.00167326 -0.1429517
## 12 -1.407046611 -0.748498419 0.01204618 -0.1429517
## 13 -0.627605212 -0.664608412 0.01204618 -0.1429517
## 14 0.739799718 -0.916278434 -0.00167326 -0.1429517
## 15 -1.224098479 -0.161268367 -0.00167326 -0.1429517
## 16 0.942454482 0.006511648 -0.00167326 -0.1429517
## 17 -0.005522737 1.684311796 -0.00167326 -0.1429517
## 18 0.321842651 0.509851692 -0.00167326 -0.1429517
## 19 1.645128257 -1.000168442 -0.00167326 -0.1429517
## 20 -0.479364282 -0.916278434 -0.00167326 -0.1429517
## 21 0.525968059 -0.161268367 -0.04283157 -0.1429517
## 22 0.978632328 -1.167948457 -0.00167326 -0.1429517
## 23 1.523064792 0.006511648 -0.00167326 -0.1429517
## 24 1.087754124 -0.412938390 0.01204618 -0.1429517
## 25 0.404492852 -0.916278434 -0.00167326 -0.1429517
## 26 -1.554699284 0.090401655 0.01204618 -0.1429517
## 27 -1.427929758 -0.412938390 -0.00167326 -0.1429517
## 28 0.792448779 -0.412938390 -0.00167326 -0.1429517
## 29 1.078047873 0.174291662 0.01204618 -0.1429517
## 30 0.973632138 1.432641774 -0.00167326 -0.1429517
## 31 1.270113998 -0.496828397 -0.00167326 2.0078307
## 32 -0.550249330 -0.748498419 -0.00167326 -0.1429517
## 33 -0.188764998 1.684311796 -0.00167326 -0.1429517
## 34 -1.055268530 -0.832388427 -0.00167326 -0.1429517
## 35 -0.059054184 -1.419618479 1.17819817 10.6109603
## 36 -1.187332375 -0.329048382 -0.00167326 -0.1429517
## 37 -0.888497484 1.516531782 -0.27606196 -0.1429517
## 38 -1.269982576 1.348751767 0.01204618 -0.1429517
## 39 -0.289357057 -0.496828397 -0.02911213 -0.1429517
## 40 0.262722756 -0.916278434 -0.00167326 -0.1429517
## 41 1.030399002 -0.245158375 0.01204618 -0.1429517
## 42 -0.242590574 -1.000168442 -0.00167326 -0.1429517
## 43 0.186543389 -0.496828397 0.01204618 -0.1429517
## 44 1.665717275 1.935981819 -0.01539270 -0.1429517
## 45 0.894805612 -0.832388427 0.01204618 -0.1429517
## 46 -0.062289601 0.006511648 -0.39953688 -0.1429517
## 47 -1.404987709 -0.832388427 -0.00167326 -0.1429517
## 48 0.818920373 1.684311796 -0.00167326 -0.1429517
## 49 -1.432635819 -0.329048382 0.01204618 -0.1429517
## 50 -0.550837587 1.097081744 0.01204618 -0.1429517
## 51 -0.374948547 1.432641774 0.01204618 -0.1429517
## 52 1.491004750 -0.412938390 -0.00167326 -0.1429517
## 53 -0.376125062 -1.167948457 -0.00167326 -0.1429517
## 54 -0.376713320 0.174291662 -0.00167326 -0.1429517
## 55 -1.508226928 -0.748498419 -0.00167326 -0.1429517
## 56 -0.047289030 -0.077378360 -0.00167326 -0.1429517
## 57 0.242133738 1.264861759 -0.00167326 -0.1429517
## 58 -0.688784008 -0.329048382 -0.05655100 -0.1429517
## 59 0.108305121 1.348751767 -0.00167326 -0.1429517
## 60 0.963337629 -1.167948457 -0.04283157 -0.1429517
## 61 0.624795346 -1.167948457 -0.00167326 -0.1429517
## 62 -1.141154149 0.342071677 -0.66020615 -0.1429517
## 63 -0.610251611 1.600421789 -0.00167326 -0.1429517
## 64 1.317174611 -0.580718405 0.01204618 -0.1429517
## 65 0.057714962 -0.496828397 -0.00167326 -0.1429517
## 66 0.133011942 1.935981819 -0.00167326 -0.1429517
## 67 -0.913498434 -0.748498419 0.01204618 -0.1429517
## 68 1.697483188 2.271541849 -0.00167326 -0.1429517
## 69 1.320410028 -0.496828397 0.01204618 -0.1429517
## 70 -1.554405155 1.516531782 -0.00167326 -0.1429517
## 71 -1.420576537 -0.245158375 -0.57788954 -0.1429517
## 72 0.782154270 0.845411722 0.01204618 -0.1429517
## 73 -0.979971550 -0.832388427 -0.61904785 -0.1429517
## 74 1.380706439 1.516531782 -1.89495532 -0.1429517
## 75 -1.312337128 1.432641774 0.01204618 -0.1429517
## 76 0.983338389 -1.000168442 0.01204618 -0.1429517
## 77 1.088048253 -1.084058449 -0.00167326 -0.1429517
## 78 -1.493226358 -0.496828397 -0.00167326 -0.1429517
## 79 0.382727319 -1.251838464 -0.00167326 -0.1429517
## 80 -0.754962995 0.425961685 -0.00167326 -0.1429517
## 81 1.433355499 0.342071677 -1.15410582 -0.1429517
## 82 1.221582742 -1.000168442 -0.00167326 -0.1429517
## 83 -0.135233551 -1.167948457 -0.00167326 -0.1429517
## 84 1.382765340 -0.580718405 0.01204618 -0.1429517
## 85 -1.569111596 0.845411722 -0.00167326 -0.1429517
## 86 -1.359985998 -1.000168442 -0.00167326 -0.1429517
## 87 0.958925696 -1.251838464 -0.00167326 -0.1429517
## 88 -1.301748490 -0.161268367 0.01204618 -0.1429517
## 89 -0.851437251 -0.329048382 -0.00167326 -0.1429517
## 90 1.708365955 -0.748498419 -0.00167326 -0.1429517
## 91 1.207464558 0.090401655 0.01204618 -0.1429517
## 92 -0.580544599 -0.412938390 -0.00167326 -0.1429517
## 93 -0.804082510 1.097081744 -0.00167326 -0.1429517
## 94 -1.369692250 -0.748498419 -0.00167326 -0.1429517
## 95 -0.895262447 -0.916278434 -0.16630648 -0.1429517
## 96 -1.601465768 1.600421789 -3.63732360 -0.1429517
## 97 -1.606171829 -0.245158375 -3.17086280 -0.1429517
## 98 1.406295647 -0.161268367 -0.00167326 -0.1429517
## 99 -1.167919872 -0.412938390 1.69953671 -0.1429517
## 100 0.495672789 -1.084058449 0.01204618 -0.1429517
## 101 1.491593007 -1.084058449 -0.00167326 -0.1429517
## 102 1.629833557 -1.251838464 0.01204618 -0.1429517
## 103 -0.755551253 -0.832388427 -0.33093971 -0.1429517
## 104 1.452473873 0.006511648 0.01204618 -0.1429517
## 105 -0.394066921 -0.329048382 0.01204618 -0.1429517
## 106 0.545674691 1.432641774 -0.00167326 -0.1429517
## 107 -1.262335227 1.684311796 -0.00167326 -0.1429517
## 108 -0.332593995 1.684311796 -0.00167326 -0.1429517
## 109 -1.674115589 0.761521715 -0.02911213 -0.1429517
## 110 0.978338199 -0.832388427 -0.00167326 -0.1429517
## 111 -1.013502237 0.677631707 0.23155714 -0.1429517
## 112 0.206250021 -0.832388427 -0.30350084 -0.1429517
## 113 -0.873202785 0.677631707 -0.00167326 -0.1429517
## 114 1.639245680 -0.077378360 0.01204618 6.3093955
## 115 -0.464363711 -0.916278434 0.01204618 -0.1429517
## 116 -0.318181683 0.174291662 -0.00167326 -0.1429517
## 117 -0.654076807 -1.251838464 -0.00167326 -0.1429517
## 118 -0.531130956 -1.000168442 -0.00167326 -0.1429517
## 119 0.721857860 -1.167948457 0.01204618 -0.1429517
## 120 -1.230569313 -0.832388427 -0.00167326 -0.1429517
## 121 -0.493482465 0.761521715 -0.01539270 -0.1429517
## 122 0.500084722 -0.329048382 0.01204618 -0.1429517
## 123 0.482436992 -1.251838464 -0.00167326 -0.1429517
## 124 1.098931020 1.516531782 0.01204618 -0.1429517
## 125 -1.121741646 -0.832388427 -0.00167326 -0.1429517
## 126 1.271290514 -1.167948457 -0.00167326 -0.1429517
## 127 1.696012544 0.258181670 0.01204618 -0.1429517
## 128 -0.721726437 -0.580718405 -0.00167326 -0.1429517
## 129 -0.825553914 0.593741700 -0.00167326 -0.1429517
## 130 -1.318219704 -0.832388427 -0.00167326 -0.1429517
## 131 -1.029091065 0.929301729 0.01204618 -0.1429517
## 132 0.043890907 1.097081744 -0.00167326 -0.1429517
## 133 0.369197393 0.845411722 -0.00167326 -0.1429517
## 134 -0.739374167 0.677631707 -0.00167326 -0.1429517
## 135 1.304232943 -1.251838464 -0.00167326 -0.1429517
## 136 1.259231232 0.425961685 -0.00167326 -0.1429517
## 137 -1.360868385 1.013191737 -0.02911213 -0.1429517
## 138 1.185699024 -0.245158375 0.01204618 -0.1429517
## 139 0.097716483 -0.748498419 -0.00167326 -0.1429517
## 140 0.704798387 0.929301729 -0.46813406 -0.1429517
## 141 -0.358771461 0.258181670 -0.00167326 -0.1429517
## 142 0.243604382 0.006511648 -0.00167326 -0.1429517
## 143 1.532476915 -0.748498419 0.01204618 -0.1429517
## 144 -1.542345873 1.516531782 -0.00167326 -0.1429517
## 145 0.297135829 0.006511648 -0.18002592 -0.1429517
## 146 0.212426726 2.019871826 -0.00167326 -0.1429517
## 147 -0.270238684 1.852091811 0.01204618 -0.1429517
## 148 0.655384744 -0.580718405 -0.00167326 -0.1429517
## 149 -0.537601790 -1.167948457 -1.86751645 -0.1429517
## 150 -0.704961094 0.090401655 -1.67544436 -0.1429517
## 151 0.898923415 0.509851692 -0.00167326 8.4601779
## 152 -0.363771651 -0.664608412 0.01204618 -0.1429517
## 153 -0.114056275 0.761521715 0.01204618 -0.1429517
## 154 -0.733785719 0.425961685 -0.00167326 -0.1429517
## 155 -0.917322109 1.684311796 -0.00167326 -0.1429517
## 156 1.205111527 -0.664608412 -0.00167326 -0.1429517
## 157 -1.237922534 -0.496828397 -0.00167326 -0.1429517
## 158 -1.117623842 -0.245158375 -0.00167326 -0.1429517
## 159 0.554204427 0.509851692 -0.00167326 -0.1429517
## 160 0.680385695 0.090401655 -0.00167326 -0.1429517
## 161 0.115952470 1.684311796 -0.00167326 -0.1429517
## 162 0.475672029 -1.167948457 -0.00167326 -0.1429517
## 163 -1.494697002 -0.161268367 0.01204618 -0.1429517
## 164 -1.174684835 -0.916278434 -0.00167326 -0.1429517
## 165 -0.902909797 -0.412938390 -0.00167326 -0.1429517
## 166 -0.878791233 -0.161268367 -0.00167326 -0.1429517
## 167 -0.697902002 -0.329048382 -0.00167326 -0.1429517
## 168 0.575969960 -0.916278434 -0.00167326 -0.1429517
## 169 0.702151228 -0.748498419 -0.00167326 -0.1429517
## 170 0.360079399 -0.748498419 -0.01539270 -0.1429517
## 171 0.781271883 1.264861759 -0.09770931 -0.1429517
## 172 1.632186588 1.432641774 -0.00167326 -0.1429517
## 173 -0.161411016 1.264861759 -0.00167326 -0.1429517
## 174 -0.702019806 1.013191737 -0.00167326 -0.1429517
## 175 0.269781848 2.187651841 -0.00167326 -0.1429517
## 176 -0.012875957 -1.000168442 -0.00167326 -0.1429517
## 177 -0.777905044 -0.496828397 -0.00167326 -0.1429517
## 178 0.868628146 -0.496828397 0.01204618 -0.1429517
## 179 -1.687645515 1.600421789 -0.00167326 -0.1429517
## 180 -1.335867434 -1.084058449 -0.00167326 -0.1429517
## 181 -0.065230889 -0.580718405 -0.48185349 -0.1429517
## 182 -0.082584490 -0.412938390 -0.35837858 -0.1429517
## 183 1.603361963 0.677631707 -0.00167326 -0.1429517
## 184 -0.124644913 -0.077378360 -0.00167326 2.0078307
## 185 -0.311416720 -1.084058449 -0.00167326 -0.1429517
## 186 0.892746710 -1.251838464 -0.00167326 -0.1429517
## 187 0.347725988 0.090401655 -0.00167326 -0.1429517
## 188 -0.052877478 -0.748498419 4.37482658 -0.1429517
## 189 1.577478626 0.677631707 -0.11142874 -0.1429517
## 190 -1.195862111 -0.832388427 -0.00167326 -0.1429517
## 191 -0.681724917 0.090401655 -0.00167326 -0.1429517
## 192 -0.847025319 2.019871826 -0.01539270 -0.1429517
## 193 1.639833938 0.845411722 -0.37209801 -0.1429517
## 194 -1.615289823 -0.329048382 -0.00167326 -0.1429517
## 195 0.792742908 -0.916278434 -3.48640981 2.0078307
## 196 -0.931734422 1.348751767 0.01204618 -0.1429517
## 197 -0.988501286 0.593741700 -0.00167326 -0.1429517
## 198 -0.879967748 -0.496828397 -0.01539270 -0.1429517
## 199 1.633657232 -0.161268367 -0.74252276 -0.1429517
## 200 -1.022326102 1.348751767 -0.01539270 -0.1429517
## juv_misd_count juv_other_count priors_count
## 1 -0.1738944 -0.2142617 -0.68440874
## 2 -0.1738944 -0.2142617 1.18742144
## 3 -0.1738944 -0.2142617 -0.68440874
## 4 -0.1738944 -0.2142617 -0.68440874
## 5 -0.1738944 -0.2142617 -0.68440874
## 6 -0.1738944 -0.2142617 -0.68440874
## 7 -0.1738944 1.9502522 -0.68440874
## 8 6.2721846 -0.2142617 0.97944031
## 9 -0.1738944 -0.2142617 -0.47642761
## 10 -0.1738944 -0.2142617 -0.68440874
## 11 -0.1738944 -0.2142617 0.14751578
## 12 -0.1738944 -0.2142617 -0.47642761
## 13 -0.1738944 -0.2142617 -0.68440874
## 14 -0.1738944 -0.2142617 -0.68440874
## 15 -0.1738944 1.9502522 1.81136483
## 16 -0.1738944 -0.2142617 -0.68440874
## 17 -0.1738944 -0.2142617 -0.47642761
## 18 -0.1738944 -0.2142617 -0.26844648
## 19 -0.1738944 -0.2142617 -0.68440874
## 20 -0.1738944 -0.2142617 -0.47642761
## 21 -0.1738944 -0.2142617 -0.47642761
## 22 -0.1738944 -0.2142617 -0.68440874
## 23 -0.1738944 1.9502522 -0.47642761
## 24 -0.1738944 -0.2142617 -0.68440874
## 25 -0.1738944 -0.2142617 -0.26844648
## 26 -0.1738944 -0.2142617 0.97944031
## 27 -0.1738944 -0.2142617 0.14751578
## 28 -0.1738944 -0.2142617 2.01934596
## 29 -0.1738944 -0.2142617 4.09915728
## 30 -0.1738944 -0.2142617 -0.68440874
## 31 -0.1738944 -0.2142617 0.97944031
## 32 -0.1738944 1.9502522 1.81136483
## 33 -0.1738944 -0.2142617 1.18742144
## 34 -0.1738944 -0.2142617 0.97944031
## 35 -0.1738944 -0.2142617 0.14751578
## 36 -0.1738944 -0.2142617 -0.68440874
## 37 -0.1738944 -0.2142617 -0.06046535
## 38 -0.1738944 -0.2142617 -0.68440874
## 39 -0.1738944 -0.2142617 0.56347805
## 40 -0.1738944 1.9502522 -0.47642761
## 41 -0.1738944 -0.2142617 0.77145918
## 42 -0.1738944 -0.2142617 -0.68440874
## 43 -0.1738944 -0.2142617 0.35549691
## 44 -0.1738944 -0.2142617 -0.06046535
## 45 4.1234916 -0.2142617 0.56347805
## 46 -0.1738944 -0.2142617 -0.47642761
## 47 -0.1738944 -0.2142617 -0.68440874
## 48 -0.1738944 -0.2142617 -0.47642761
## 49 -0.1738944 -0.2142617 4.09915728
## 50 -0.1738944 -0.2142617 -0.26844648
## 51 -0.1738944 -0.2142617 -0.68440874
## 52 -0.1738944 -0.2142617 -0.26844648
## 53 -0.1738944 1.9502522 -0.68440874
## 54 -0.1738944 -0.2142617 -0.06046535
## 55 -0.1738944 -0.2142617 -0.47642761
## 56 -0.1738944 -0.2142617 -0.26844648
## 57 -0.1738944 -0.2142617 -0.68440874
## 58 -0.1738944 -0.2142617 -0.68440874
## 59 -0.1738944 -0.2142617 -0.06046535
## 60 -0.1738944 -0.2142617 -0.68440874
## 61 -0.1738944 -0.2142617 -0.68440874
## 62 -0.1738944 -0.2142617 0.35549691
## 63 -0.1738944 -0.2142617 0.56347805
## 64 -0.1738944 -0.2142617 -0.47642761
## 65 -0.1738944 -0.2142617 0.56347805
## 66 -0.1738944 -0.2142617 -0.26844648
## 67 -0.1738944 -0.2142617 -0.68440874
## 68 -0.1738944 -0.2142617 -0.68440874
## 69 -0.1738944 -0.2142617 -0.68440874
## 70 -0.1738944 -0.2142617 -0.26844648
## 71 -0.1738944 -0.2142617 -0.26844648
## 72 -0.1738944 -0.2142617 -0.68440874
## 73 -0.1738944 -0.2142617 0.14751578
## 74 -0.1738944 -0.2142617 -0.47642761
## 75 -0.1738944 -0.2142617 -0.68440874
## 76 -0.1738944 -0.2142617 -0.68440874
## 77 -0.1738944 4.1147662 -0.68440874
## 78 -0.1738944 -0.2142617 0.35549691
## 79 -0.1738944 -0.2142617 -0.47642761
## 80 -0.1738944 -0.2142617 -0.06046535
## 81 4.1234916 -0.2142617 3.05925162
## 82 -0.1738944 -0.2142617 -0.68440874
## 83 -0.1738944 -0.2142617 -0.47642761
## 84 -0.1738944 -0.2142617 3.47521388
## 85 -0.1738944 -0.2142617 -0.68440874
## 86 -0.1738944 -0.2142617 -0.47642761
## 87 -0.1738944 -0.2142617 -0.68440874
## 88 -0.1738944 -0.2142617 0.77145918
## 89 -0.1738944 -0.2142617 0.35549691
## 90 -0.1738944 -0.2142617 -0.47642761
## 91 -0.1738944 -0.2142617 -0.47642761
## 92 -0.1738944 -0.2142617 -0.68440874
## 93 -0.1738944 -0.2142617 -0.26844648
## 94 -0.1738944 -0.2142617 -0.06046535
## 95 -0.1738944 -0.2142617 -0.47642761
## 96 -0.1738944 -0.2142617 0.56347805
## 97 -0.1738944 -0.2142617 -0.26844648
## 98 -0.1738944 -0.2142617 -0.06046535
## 99 -0.1738944 -0.2142617 1.39540257
## 100 -0.1738944 -0.2142617 -0.68440874
## 101 -0.1738944 -0.2142617 -0.68440874
## 102 -0.1738944 4.1147662 -0.68440874
## 103 -0.1738944 -0.2142617 -0.26844648
## 104 -0.1738944 -0.2142617 -0.68440874
## 105 -0.1738944 -0.2142617 -0.68440874
## 106 -0.1738944 -0.2142617 -0.06046535
## 107 -0.1738944 -0.2142617 -0.68440874
## 108 -0.1738944 -0.2142617 -0.68440874
## 109 -0.1738944 -0.2142617 -0.68440874
## 110 -0.1738944 -0.2142617 -0.47642761
## 111 -0.1738944 -0.2142617 1.60338370
## 112 -0.1738944 -0.2142617 -0.47642761
## 113 -0.1738944 -0.2142617 -0.68440874
## 114 4.1234916 -0.2142617 1.39540257
## 115 -0.1738944 -0.2142617 -0.68440874
## 116 -0.1738944 -0.2142617 1.39540257
## 117 -0.1738944 -0.2142617 -0.68440874
## 118 -0.1738944 1.9502522 -0.06046535
## 119 -0.1738944 -0.2142617 -0.47642761
## 120 -0.1738944 -0.2142617 -0.47642761
## 121 -0.1738944 -0.2142617 -0.68440874
## 122 -0.1738944 -0.2142617 -0.68440874
## 123 -0.1738944 -0.2142617 -0.68440874
## 124 -0.1738944 -0.2142617 -0.68440874
## 125 6.2721846 1.9502522 2.43530823
## 126 -0.1738944 -0.2142617 -0.47642761
## 127 -0.1738944 -0.2142617 -0.68440874
## 128 -0.1738944 -0.2142617 -0.06046535
## 129 -0.1738944 -0.2142617 -0.47642761
## 130 -0.1738944 -0.2142617 -0.68440874
## 131 -0.1738944 -0.2142617 -0.68440874
## 132 -0.1738944 -0.2142617 0.14751578
## 133 -0.1738944 -0.2142617 -0.68440874
## 134 -0.1738944 -0.2142617 -0.68440874
## 135 -0.1738944 -0.2142617 -0.68440874
## 136 -0.1738944 -0.2142617 0.77145918
## 137 -0.1738944 -0.2142617 -0.26844648
## 138 -0.1738944 -0.2142617 -0.68440874
## 139 -0.1738944 -0.2142617 -0.47642761
## 140 -0.1738944 -0.2142617 -0.06046535
## 141 -0.1738944 -0.2142617 -0.68440874
## 142 -0.1738944 -0.2142617 0.14751578
## 143 -0.1738944 -0.2142617 -0.26844648
## 144 -0.1738944 -0.2142617 1.60338370
## 145 -0.1738944 -0.2142617 -0.26844648
## 146 -0.1738944 -0.2142617 -0.68440874
## 147 -0.1738944 -0.2142617 0.97944031
## 148 -0.1738944 -0.2142617 -0.68440874
## 149 -0.1738944 -0.2142617 -0.47642761
## 150 -0.1738944 -0.2142617 0.14751578
## 151 -0.1738944 -0.2142617 2.85127049
## 152 -0.1738944 -0.2142617 -0.68440874
## 153 -0.1738944 -0.2142617 0.35549691
## 154 -0.1738944 -0.2142617 -0.68440874
## 155 -0.1738944 -0.2142617 -0.68440874
## 156 -0.1738944 -0.2142617 -0.26844648
## 157 -0.1738944 -0.2142617 -0.68440874
## 158 -0.1738944 -0.2142617 1.60338370
## 159 -0.1738944 -0.2142617 -0.47642761
## 160 -0.1738944 -0.2142617 0.14751578
## 161 -0.1738944 -0.2142617 -0.68440874
## 162 -0.1738944 -0.2142617 -0.68440874
## 163 -0.1738944 -0.2142617 -0.26844648
## 164 -0.1738944 -0.2142617 -0.26844648
## 165 -0.1738944 -0.2142617 0.35549691
## 166 -0.1738944 -0.2142617 2.22732710
## 167 -0.1738944 -0.2142617 0.77145918
## 168 -0.1738944 -0.2142617 -0.68440874
## 169 -0.1738944 -0.2142617 0.56347805
## 170 -0.1738944 -0.2142617 -0.47642761
## 171 -0.1738944 -0.2142617 0.77145918
## 172 -0.1738944 -0.2142617 -0.68440874
## 173 -0.1738944 -0.2142617 -0.68440874
## 174 -0.1738944 -0.2142617 3.89117614
## 175 -0.1738944 -0.2142617 1.81136483
## 176 -0.1738944 -0.2142617 -0.26844648
## 177 -0.1738944 -0.2142617 0.14751578
## 178 -0.1738944 -0.2142617 0.97944031
## 179 -0.1738944 -0.2142617 0.56347805
## 180 1.9747986 -0.2142617 -0.47642761
## 181 -0.1738944 -0.2142617 -0.26844648
## 182 -0.1738944 -0.2142617 -0.47642761
## 183 -0.1738944 -0.2142617 -0.68440874
## 184 -0.1738944 -0.2142617 3.68319501
## 185 -0.1738944 -0.2142617 -0.68440874
## 186 1.9747986 1.9502522 -0.47642761
## 187 -0.1738944 -0.2142617 -0.68440874
## 188 -0.1738944 -0.2142617 -0.47642761
## 189 -0.1738944 -0.2142617 -0.06046535
## 190 -0.1738944 1.9502522 0.14751578
## 191 -0.1738944 -0.2142617 -0.06046535
## 192 -0.1738944 -0.2142617 0.14751578
## 193 -0.1738944 -0.2142617 0.14751578
## 194 -0.1738944 -0.2142617 -0.68440874
## 195 14.8669567 -0.2142617 2.01934596
## 196 -0.1738944 -0.2142617 -0.06046535
## 197 -0.1738944 -0.2142617 -0.68440874
## 198 -0.1738944 -0.2142617 -0.68440874
## 199 -0.1738944 -0.2142617 -0.06046535
## 200 -0.1738944 -0.2142617 0.35549691begin question 4
#INTERNAL VALIDITY
## Internal metrics
internal.cl = clValid(sample_compas.df,
nClust = 2:10,
clMethods = c("kmeans","pam", "agnes", "diana"),
maxitems = 1000, # specifies the number of cases considered
validation = "internal")## Warning in clValid(sample_compas.df, nClust = 2:10, clMethods = c("kmeans", :
## rownames for data not specified, using 1:nrow(data)## View internal metrics
summary(internal.cl)##
## Clustering Methods:
## kmeans pam agnes diana
##
## Cluster sizes:
## 2 3 4 5 6 7 8 9 10
##
## Validation Measures:
## 2 3 4 5 6 7 8 9 10
##
## kmeans Connectivity 8.3476 9.8984 11.9817 14.2317 22.2702 60.0508 62.0508 65.7508 66.0155
## Dunn 0.2649 0.2803 0.3798 0.3798 0.2533 0.0552 0.0552 0.0552 0.0792
## Silhouette 0.6737 0.6884 0.6072 0.6039 0.3664 0.3079 0.3053 0.3019 0.3196
## pam Connectivity 53.2964 74.7016 73.3452 70.8770 75.7528 94.4790 94.8683 96.9516 129.5635
## Dunn 0.0119 0.0209 0.0282 0.0296 0.0296 0.0296 0.0296 0.0445 0.0221
## Silhouette 0.1879 0.2310 0.2537 0.2758 0.2975 0.2799 0.3031 0.3073 0.2698
## agnes Connectivity 2.9290 7.4659 11.9817 14.2317 17.1607 23.2016 25.2016 28.9016 35.9885
## Dunn 0.7434 0.7066 0.3798 0.3798 0.4498 0.2187 0.2187 0.2187 0.2210
## Silhouette 0.8163 0.7229 0.6072 0.6039 0.5016 0.4727 0.4700 0.4659 0.3755
## diana Connectivity 2.9290 7.4659 11.9817 22.9492 22.9492 25.1992 45.5845 52.4337 72.8353
## Dunn 0.7434 0.7066 0.3798 0.3246 0.3246 0.3451 0.0729 0.0824 0.0763
## Silhouette 0.8163 0.7229 0.6072 0.3843 0.3721 0.3689 0.3496 0.3436 0.3038
##
## Optimal Scores:
##
## Score Method Clusters
## Connectivity 2.9290 agnes 2
## Dunn 0.7434 agnes 2
## Silhouette 0.8163 agnes 2plot(internal.cl)
#STABILITY VALIDITY
## Stability metrics
stability.cl = clValid(sample_compas.df,
nClust = 2:10,
clMethods = c("kmeans","pam", "agnes", "diana"),
maxitems = 1700, # specifies the number of cases considered
validation = "stability")## Warning in clValid(sample_compas.df, nClust = 2:10, clMethods = c("kmeans", :
## rownames for data not specified, using 1:nrow(data)## View stability metrics
summary(stability.cl)##
## Clustering Methods:
## kmeans pam agnes diana
##
## Cluster sizes:
## 2 3 4 5 6 7 8 9 10
##
## Validation Measures:
## 2 3 4 5 6 7 8 9 10
##
## kmeans APN 0.0080 0.0354 0.0585 0.0893 0.1696 0.0623 0.1242 0.1773 0.2287
## AD 2.7166 2.5587 2.4727 2.4477 2.3694 2.2043 2.1988 2.1446 2.1167
## ADM 0.1587 0.1887 0.1855 0.2428 0.4969 0.3690 0.4926 0.5237 0.6493
## FOM 0.9428 0.9321 0.9236 0.9247 0.9233 0.9179 0.9047 0.8529 0.8518
## pam APN 0.2293 0.1343 0.1680 0.2461 0.2145 0.2140 0.2210 0.3274 0.3352
## AD 2.6945 2.4017 2.2256 2.1346 1.9369 1.8533 1.7518 1.7015 1.6717
## ADM 0.6333 0.3304 0.4612 0.6902 0.5622 0.6043 0.5996 0.6608 0.6808
## FOM 0.9474 0.9479 0.9305 0.9259 0.9269 0.9226 0.9236 0.9222 0.9185
## agnes APN 0.0042 0.0066 0.0063 0.0144 0.0235 0.0184 0.0420 0.0607 0.0787
## AD 2.7715 2.5833 2.4619 2.4345 2.4055 2.2959 2.2838 2.2663 2.2295
## ADM 0.0486 0.0549 0.0878 0.1110 0.1552 0.1506 0.2167 0.2599 0.3227
## FOM 0.9389 0.8618 0.8576 0.8533 0.8517 0.8525 0.8525 0.8527 0.8507
## diana APN 0.0042 0.0322 0.0602 0.0202 0.0409 0.1419 0.1997 0.2407 0.0503
## AD 2.7715 2.6017 2.4893 2.3899 2.3201 2.2954 2.1437 2.0920 1.8728
## ADM 0.0486 0.1300 0.2236 0.2353 0.2119 0.3962 0.5206 0.5897 0.4680
## FOM 0.9389 0.9270 0.9242 0.9222 0.9191 0.9204 0.8558 0.8549 0.8544
##
## Optimal Scores:
##
## Score Method Clusters
## APN 0.0042 agnes 2
## AD 1.6717 pam 10
## ADM 0.0486 agnes 2
## FOM 0.8507 agnes 10plot(stability.cl)
BEGIN QUESTION 5
#GAP METHOD
compas_gap.df = eclust(sample_compas.df,
FUNcluster = "agnes",
k = 2,
seed = 888)## Warning: The `<scale>` argument of `guides()` cannot be `FALSE`. Use "none" instead as
## of ggplot2 3.3.4.
## ℹ The deprecated feature was likely used in the factoextra package.
## Please report the issue at <]8;;https://github.com/kassambara/factoextra/issueshttps://github.com/kassambara/factoextra/issues]8;;>.# Silhouette plot
fviz_silhouette(compas_gap.df)## cluster size ave.sil.width
## 1 1 192 0.72
## 2 2 8 -0.04
BEGIN QUESTION 6
CLUSTER MEMBERSHIP
compas_gap.df = eclust(sample_compas.df,
FUNcluster = "agnes",
k = 2 ,
hc_metric = "euclidean", hc_method = "ward.D2", # Distance metric and aglomeration method
seed = 888)
# Silhouette plot
fviz_silhouette(compas_gap.df)## cluster size ave.sil.width
## 1 1 192 0.72
## 2 2 8 -0.04
# Dendrogam plot
fviz_dend(compas_gap.df) 
# Plot cluster membership in PCA space
fviz_cluster(compas_gap.df)
# BEGIN QUESTION 7
UMAP
## Apply umap to data
umap.df = umap(sample_compas.df, n_neighbors = 50, n_components = 2) %>% scale()
colnames(umap.df) = c("umap1", "umap2")
umap.df = as.data.frame(umap.df)
umap.plot = ggplot(umap.df, aes(umap1, umap2)) +
geom_point(size = .5) +
labs(title = "UMAP-transformed data") +
theme_bw()
umap.plot
sample_compas.df = cbind(sample_compas.df, umap.df)
## More components capture more information
umap4.df = umap(sample_compas.df, n_neighbors = 50, n_components = 4) %>% scale()
## Cluster based on UMAP data
internal.cl = clValid(umap4.df,
nClust = 2:15,
clMethods = c("kmeans", "pam", "agnes", "diana"),
maxitems = 1700,
validation = "internal")## Warning in clValid(umap4.df, nClust = 2:15, clMethods = c("kmeans", "pam", :
## rownames for data not specified, using 1:nrow(data)## View internal metrics
summary(internal.cl)##
## Clustering Methods:
## kmeans pam agnes diana
##
## Cluster sizes:
## 2 3 4 5 6 7 8 9 10 11 12 13 14 15
##
## Validation Measures:
## 2 3 4 5 6 7 8 9 10 11 12 13 14 15
##
## kmeans Connectivity 4.3802 19.7655 20.3214 19.3060 18.4722 35.0933 33.2496 33.6468 38.0492 45.1437 44.6671 48.0341 55.2127 56.9155
## Dunn 0.0265 0.0472 0.0614 0.0788 0.0814 0.0309 0.0549 0.0785 0.0872 0.1010 0.0714 0.0762 0.1289 0.1323
## Silhouette 0.4565 0.5288 0.5240 0.5068 0.5327 0.4883 0.5121 0.5004 0.4889 0.4857 0.4790 0.4787 0.4656 0.4821
## pam Connectivity 6.7647 15.0504 24.1083 20.7889 16.2813 20.6837 29.6262 44.9187 39.8413 50.0278 55.9258 53.9190 61.0615 66.1615
## Dunn 0.0353 0.0802 0.0233 0.0161 0.0814 0.0796 0.0916 0.0350 0.0350 0.0351 0.0351 0.0943 0.1246 0.1246
## Silhouette 0.4569 0.5303 0.5190 0.5073 0.5321 0.5190 0.5177 0.4889 0.4918 0.4717 0.4522 0.4652 0.4556 0.4544
## agnes Connectivity 0.6345 4.0940 8.6187 14.0833 15.4083 19.3056 24.7060 29.8631 32.6671 38.8313 40.4214 43.7885 47.2881 48.9909
## Dunn 0.1161 0.0778 0.0695 0.0830 0.0923 0.1072 0.1016 0.1016 0.0915 0.1226 0.1470 0.1470 0.1593 0.1635
## Silhouette 0.4561 0.5108 0.5090 0.4861 0.5248 0.4908 0.5096 0.4943 0.4773 0.4739 0.4674 0.4671 0.4612 0.4777
## diana Connectivity 0.6345 10.9218 13.2841 19.6389 23.0984 28.1845 30.7540 32.0790 35.5302 45.3087 46.8988 56.6234 63.7202 65.4230
## Dunn 0.1161 0.0414 0.0584 0.0605 0.0685 0.0719 0.0775 0.0848 0.0876 0.0586 0.0714 0.0756 0.0762 0.0782
## Silhouette 0.4561 0.5289 0.5264 0.4886 0.4755 0.4866 0.5093 0.4978 0.4865 0.4801 0.4785 0.4564 0.4408 0.4540
##
## Optimal Scores:
##
## Score Method Clusters
## Connectivity 0.6345 agnes 2
## Dunn 0.1635 agnes 15
## Silhouette 0.5327 kmeans 6plot(internal.cl)
## Cluster based on UMAP data
stability.cl = clValid(umap4.df,
nClust = 2:15,
clMethods = c("kmeans", "pam", "agnes", "diana"),
maxitems = 1700,
validation = "stability")## Warning in clValid(umap4.df, nClust = 2:15, clMethods = c("kmeans", "pam", :
## rownames for data not specified, using 1:nrow(data)## View internal metrics
summary(stability.cl)##
## Clustering Methods:
## kmeans pam agnes diana
##
## Cluster sizes:
## 2 3 4 5 6 7 8 9 10 11 12 13 14 15
##
## Validation Measures:
## 2 3 4 5 6 7 8 9 10 11 12 13 14 15
##
## kmeans APN 0.1301 0.0915 0.1466 0.1678 0.1377 0.1757 0.1975 0.1965 0.1610 0.1560 0.1545 0.1695 0.1927 0.1973
## AD 1.9305 1.3035 1.1312 0.9609 0.8139 0.7676 0.7214 0.6637 0.5898 0.5567 0.5185 0.4977 0.4902 0.4584
## ADM 0.5235 0.2353 0.3739 0.3472 0.2402 0.2721 0.3233 0.2805 0.2176 0.2145 0.2140 0.2054 0.2240 0.2151
## FOM 0.8187 0.5435 0.5126 0.4265 0.3381 0.3118 0.3094 0.2832 0.2640 0.2529 0.2426 0.2360 0.2291 0.2128
## pam APN 0.2188 0.1190 0.2111 0.1670 0.1197 0.1883 0.1505 0.1207 0.1441 0.1863 0.2215 0.2094 0.1854 0.1764
## AD 2.0911 1.3414 1.2011 0.9567 0.8214 0.7911 0.6781 0.6024 0.5759 0.5618 0.5454 0.5075 0.4654 0.4384
## ADM 0.8855 0.3268 0.5071 0.3303 0.2337 0.3318 0.2423 0.1628 0.1890 0.2308 0.2535 0.2288 0.1955 0.1766
## FOM 0.9410 0.5613 0.5189 0.4279 0.3653 0.3307 0.2952 0.2614 0.2424 0.2394 0.2356 0.2283 0.2159 0.2007
## agnes APN 0.1246 0.1638 0.1415 0.1828 0.1555 0.1634 0.1748 0.1891 0.1496 0.1616 0.1424 0.1612 0.1602 0.1426
## AD 1.9721 1.4493 1.1697 1.0039 0.8454 0.7792 0.7301 0.6745 0.6027 0.5705 0.5294 0.5114 0.4857 0.4570
## ADM 0.5792 0.5089 0.3980 0.4342 0.3052 0.2715 0.3230 0.2913 0.2176 0.2315 0.2205 0.2236 0.2004 0.1858
## FOM 0.8372 0.5392 0.5069 0.4528 0.3536 0.3283 0.3227 0.2896 0.2674 0.2559 0.2445 0.2380 0.2301 0.2197
## diana APN 0.1109 0.1143 0.1664 0.2315 0.1882 0.1965 0.1891 0.2263 0.2144 0.2130 0.2088 0.2132 0.2217 0.2326
## AD 1.8973 1.3451 1.1558 1.1051 0.8990 0.8180 0.7285 0.7065 0.6452 0.5848 0.5498 0.5304 0.5148 0.4909
## ADM 0.4231 0.3147 0.3997 0.5793 0.3554 0.3547 0.2938 0.3219 0.3066 0.2633 0.2721 0.2564 0.2687 0.2659
## FOM 0.8101 0.5594 0.5158 0.4963 0.3839 0.3154 0.2967 0.2943 0.2731 0.2537 0.2459 0.2429 0.2386 0.2235
##
## Optimal Scores:
##
## Score Method Clusters
## APN 0.0915 kmeans 3
## AD 0.4384 pam 15
## ADM 0.1628 pam 9
## FOM 0.2007 pam 15plot(stability.cl)
## UMAP and kmeans
umap.compas.kmean = eclust(umap.df,
FUNcluster = "kmeans",
k = 8,
seed = 888)
sample_compas.df = cbind(sample_compas.df, cluster = as.factor(umap.compas.kmean$cluster))
km_umap.plot =
ggplot(sample_compas.df, aes(umap1, umap2, colour = cluster)) +
geom_point(size = 1) +
labs(title = "Kmeans clustering based on UMAP transformed data", x = "", y = "") +
theme_bw() +
theme(legend.position = "none")
km_umap.plot
## Hierarchical density based clustering is very sensitive to the minimum number of points
sample_compas.df$hdb.cluster = hdbscan(as.matrix(umap4.df), minPts = 15)$cluster %>%
as.factor()
hdbscan.plot =
ggplot(sample_compas.df, aes(umap1, umap2, colour = hdb.cluster)) +
geom_point(size = 1) +
labs(title = "HDBscan clustering based on UMAP transformed data", x = "", y = "") +
theme_bw() +
theme(legend.position = "none")
hdbscan.plot